security

type AccessPattern struct {
	PatternID       string   `json:"pattern_id"`
	PatternType     string   `json:"pattern_type"`
	Files           []string `json:"files"`
	AccessFrequency int      `json:"access_frequency"`
	AccessTiming    string   `json:"access_timing"`
	Users           []string `json:"users"`
	Processes       []string `json:"processes"`
	Anomalous       bool     `json:"anomalous"`
}

type ActivationPredictor struct {
	// contains filtered or unexported fields
}

type ActiveDefense struct {
	DefenseType   string        `json:"defense_type"`
	Status        string        `json:"status"`
	Effectiveness float64       `json:"effectiveness"`
	Coverage      []string      `json:"coverage"`
	LastActivated time.Time     `json:"last_activated"`
	ResponseTime  time.Duration `json:"response_time"`
}

type ActiveResponse struct {
	ResponseID    string        `json:"response_id"`
	ResponseType  string        `json:"response_type"`
	Status        string        `json:"status"`
	TriggerEvent  string        `json:"trigger_event"`
	Actions       []string      `json:"actions"`
	Effectiveness float64       `json:"effectiveness"`
	StartTime     time.Time     `json:"start_time"`
	Duration      time.Duration `json:"duration"`
}

type AdversarialAttackVector struct {
	AttackType      string    `json:"attack_type"`
	Severity        string    `json:"severity"`
	Description     string    `json:"description"`
	SuccessRate     float64   `json:"success_rate"`
	DetectionMethod string    `json:"detection_method"`
	Timestamp       time.Time `json:"timestamp"`
}

type AdversarialDetector struct {
	// contains filtered or unexported fields
}

type AdversarialRisk struct {
	RiskLevel              string                    `json:"risk_level"`
	ConfidenceScore        float64                   `json:"confidence_score"`
	DetectedAttackVectors  []AdversarialAttackVector `json:"detected_attack_vectors"`
	PerturbationMagnitude  float64                   `json:"perturbation_magnitude"`
	EvasionProbability     float64                   `json:"evasion_probability"`
	DefenseRecommendations []string                  `json:"defense_recommendations"`
}

type AlertManager struct {
	// contains filtered or unexported fields
}

type AlertMetric struct {
	MetricID            string        `json:"metric_id"`
	AlertType           string        `json:"alert_type"`
	AlertCount          int           `json:"alert_count"`
	AcknowledgedCount   int           `json:"acknowledged_count"`
	ResolvedCount       int           `json:"resolved_count"`
	AverageResponseTime time.Duration `json:"average_response_time"`
}

type AlertRecord struct {
	RecordID  string    `json:"record_id"`
	AlertID   string    `json:"alert_id"`
	Action    string    `json:"action"`
	Timestamp time.Time `json:"timestamp"`
	User      string    `json:"user"`
	Notes     string    `json:"notes"`
}

type AlertRule struct {
	RuleID           string                 `json:"rule_id"`
	RuleName         string                 `json:"rule_name"`
	TriggerCondition string                 `json:"trigger_condition"`
	Severity         string                 `json:"severity"`
	AlertTemplate    string                 `json:"alert_template"`
	Parameters       map[string]interface{} `json:"parameters"`
	Enabled          bool                   `json:"enabled"`
}

type AnalyticsRule struct {
	RuleID    string
	RuleType  string
	Condition string
	Action    string
	Enabled   bool
}

type AnomalousInput struct {
	InputType       string  `json:"input_type"`
	AnomalyScore    float64 `json:"anomaly_score"`
	Description     string  `json:"description"`
	SuspiciousValue string  `json:"suspicious_value"`
	ExpectedRange   string  `json:"expected_range"`
}

type AnomalyDetectionResult struct {
	DetectedAnomalies    []BehavioralAnomaly  `json:"detected_anomalies"`
	AnomalyScore         float64              `json:"anomaly_score"`
	AnomalyTypes         []AnomalyType        `json:"anomaly_types"`
	StatisticalAnomalies []StatisticalAnomaly `json:"statistical_anomalies"`
	ContextualAnomalies  []ContextualAnomaly  `json:"contextual_anomalies"`
	CollectiveAnomalies  []CollectiveAnomaly  `json:"collective_anomalies"`
}

type AnomalyDetector struct {
	// contains filtered or unexported fields
}

type AnomalyModel struct {
	ModelID      string
	ModelType    string
	TrainingData []TrainingDataPoint
	Accuracy     float64
	LastTrained  time.Time
}

type AnomalyType struct {
	TypeID       string  `json:"type_id"`
	TypeName     string  `json:"type_name"`
	Description  string  `json:"description"`
	Frequency    int     `json:"frequency"`
	AverageScore float64 `json:"average_score"`
	RiskLevel    string  `json:"risk_level"`
}

type AstroturfDetector struct {
	// contains filtered or unexported fields
}

type AttackCampaign struct {
	CampaignID      string     `json:"campaign_id"`
	CampaignName    string     `json:"campaign_name"`
	StartDate       time.Time  `json:"start_date"`
	EndDate         *time.Time `json:"end_date"`
	ThreatActor     string     `json:"threat_actor"`
	Objectives      []string   `json:"objectives"`
	Techniques      []string   `json:"techniques"`
	AffectedTargets []string   `json:"affected_targets"`
}

type AttackCorrelationResult struct {
	CorrelationScore      float64                `json:"correlation_score"`
	CorrelatedAttacks     []CorrelatedAttack     `json:"correlated_attacks"`
	AttackPatterns        []AttackPattern        `json:"attack_patterns"`
	TemporalCorrelations  []TemporalCorrelation  `json:"temporal_correlations"`
	SpatialCorrelations   []SpatialCorrelation   `json:"spatial_correlations"`
	TechnicalCorrelations []TechnicalCorrelation `json:"technical_correlations"`
}

type AttackCorrelator struct {
	// contains filtered or unexported fields
}

type AttackPattern struct {
	PatternID    string    `json:"pattern_id"`
	PatternType  string    `json:"pattern_type"`
	Description  string    `json:"description"`
	Frequency    int       `json:"frequency"`
	Confidence   float64   `json:"confidence"`
	FirstSeen    time.Time `json:"first_seen"`
	LastSeen     time.Time `json:"last_seen"`
	ThreatActors []string  `json:"threat_actors"`
}

type AttackRecord struct {
	AttackID       string
	AttackType     string
	Timestamp      time.Time
	Indicators     []string
	TechnicalData  map[string]interface{}
	GeographicData map[string]interface{}
	Ecosystem      string
}

type AttackSignature struct {
	SignatureID string
	AttackType  string
	Patterns    []string
	Confidence  float64
	LastUpdated time.Time
}

type AttackStage struct {
	StageNumber int        `json:"stage_number"`
	StageName   string     `json:"stage_name"`
	Status      string     `json:"status"`
	StartTime   *time.Time `json:"start_time"`
	EndTime     *time.Time `json:"end_time"`
	Objectives  []string   `json:"objectives"`
	Techniques  []string   `json:"techniques"`
	Success     bool       `json:"success"`
}

type AttackVector struct {
	VectorID         string                 `json:"vector_id"`
	VectorType       string                 `json:"vector_type"`
	Severity         string                 `json:"severity"`
	Description      string                 `json:"description"`
	TechnicalDetails map[string]interface{} `json:"technical_details"`
	Indicators       []string               `json:"indicators"`
	DetectionTime    time.Time              `json:"detection_time"`
}

type Attribution struct {
	ThreatActor string   `json:"threat_actor"`
	Confidence  float64  `json:"confidence"`
	Evidence    []string `json:"evidence"`
}

type AttributionAnalysis struct {
	PrimaryAttribution      string              `json:"primary_attribution"`
	AttributionConfidence   float64             `json:"attribution_confidence"`
	AlternativeAttributions []Attribution       `json:"alternative_attributions"`
	AttributionFactors      []AttributionFactor `json:"attribution_factors"`
}

type AttributionEngine struct {
	// contains filtered or unexported fields
}

type AttributionFactor struct {
	FactorType string  `json:"factor_type"`
	Weight     float64 `json:"weight"`
	Evidence   string  `json:"evidence"`
	Confidence float64 `json:"confidence"`
}

type AttributionRule struct {
	RuleID      string
	Indicators  []string
	ThreatActor string
	Weight      float64
	Confidence  float64
}

type AuthenticationAnalytics struct {
	// contains filtered or unexported fields
}

type AuthenticationAnalyticsRule struct {
	RuleID    string
	RuleType  string
	Condition string
	Action    string
	Enabled   bool
}

type AuthenticationEvent struct {
	EventID   string
	UserID    string
	EventType string
	Timestamp time.Time
	Result    string
	Details   map[string]interface{}
	Location  string
	Device    string
}

type AuthenticationFraud struct {
	FraudID       string
	UserID        string
	FraudType     string
	DetectionTime time.Time
	Severity      string
	Evidence      []string
}

type AuthenticationFraudDetector struct {
	// contains filtered or unexported fields
}

type AuthenticationFraudPattern struct {
	PatternID  string
	FraudType  string
	Indicators []string
	RiskLevel  string
}

type AuthenticationMetric struct {
	MetricID   string
	UserID     string
	MetricType string
	Value      float64
	Timestamp  time.Time
	Unit       string
}

type AuthenticationMonitor struct {
	// contains filtered or unexported fields
}

type AuthenticationRecord struct {
	RecordID  string
	UserID    string
	Timestamp time.Time
	Events    []AuthenticationEvent
	Summary   string
	RiskScore float64
}

type AuthenticationReport struct {
	ReportID       string
	UserID         string
	GenerationTime time.Time
	Content        string
	Format         string
	Metadata       map[string]interface{}
}

type AuthenticationReportGenerationRule struct {
	RuleID    string
	RuleType  string
	Condition string
	Action    string
	Enabled   bool
}

type AuthenticationReportGenerator struct {
	// contains filtered or unexported fields
}

type AuthenticationReportSection struct {
	SectionID   string
	SectionName string
	Content     string
	DataSources []string
}

type AuthenticationReportTemplate struct {
	TemplateID   string
	TemplateName string
	Format       string
	Sections     []AuthenticationReportSection
	Parameters   map[string]interface{}
}

type AuthenticationRule struct {
	RuleID    string
	RuleType  string
	Condition string
	Action    string
	Enabled   bool
}

type AuthenticationValidationRule struct {
	RuleID    string
	RuleType  string
	Condition string
	Action    string
	Enabled   bool
}

type AuthorityInfo struct {
	Name        string
	Domain      string
	Verified    bool
	LastUpdated time.Time
}

type AuthorityValidator struct {
	// contains filtered or unexported fields
}

type AutomatedAction struct {
	ActionID         string    `json:"action_id"`
	ActionType       string    `json:"action_type"`
	TriggerCondition string    `json:"trigger_condition"`
	ExecutionTime    time.Time `json:"execution_time"`
	Result           string    `json:"result"`
	Effectiveness    float64   `json:"effectiveness"`
}

type AutomationEngine struct {
	// contains filtered or unexported fields
}

type AutomationRule struct {
	RuleID           string
	TriggerCondition string
	Actions          []string
	Priority         int
	Enabled          bool
}

type AutomationTask struct {
	TaskID        string
	TaskType      string
	Parameters    map[string]interface{}
	ScheduledTime time.Time
	Status        string
}

type Baseline struct {
	BaselineID   string
	BaselineType string
	CreationTime time.Time
	LastUpdated  time.Time
	Data         map[string]interface{}
	Metrics      map[string]float64
	Status       string
}

type BaselineComparisonEngine struct {
	// contains filtered or unexported fields
}

type BaselineComparisonResult struct {
	BaselineVersion  string              `json:"baseline_version"`
	ComparisonScore  float64             `json:"comparison_score"`
	Deviations       []BaselineDeviation `json:"deviations"`
	NewBehaviors     []NewBehavior       `json:"new_behaviors"`
	ChangedBehaviors []ChangedBehavior   `json:"changed_behaviors"`
	RemovedBehaviors []RemovedBehavior   `json:"removed_behaviors"`
	BaselineHealth   *BaselineHealth     `json:"baseline_health"`
}

type BaselineDeviation struct {
	DeviationID   string    `json:"deviation_id"`
	DeviationType string    `json:"deviation_type"`
	Metric        string    `json:"metric"`
	BaselineValue float64   `json:"baseline_value"`
	CurrentValue  float64   `json:"current_value"`
	Deviation     float64   `json:"deviation"`
	Significance  float64   `json:"significance"`
	DetectionTime time.Time `json:"detection_time"`
}

type BaselineHealth struct {
	HealthScore     float64       `json:"health_score"`
	LastUpdate      time.Time     `json:"last_update"`
	Staleness       time.Duration `json:"staleness"`
	Completeness    float64       `json:"completeness"`
	Accuracy        float64       `json:"accuracy"`
	Recommendations []string      `json:"recommendations"`
}

type BaselineManagementRule struct {
	RuleID    string
	RuleType  string
	Condition string
	Action    string
	Enabled   bool
}

type BaselineManager struct {
	// contains filtered or unexported fields
}

type BaselineRule struct {
	RuleID    string
	RuleType  string
	Condition string
	Action    string
	Enabled   bool
}

type BaselineUpdateScheduler struct {
	// contains filtered or unexported fields
}

type BehaviorBaseline struct {
	// contains filtered or unexported fields
}

type BehavioralAnalysisResult struct {
	PackageName             string                         `json:"package_name"`
	OverallBehavioralScore  float64                        `json:"overall_behavioral_score"`
	PatternDetection        *PatternDetectionResult        `json:"pattern_detection"`
	AnomalyDetection        *AnomalyDetectionResult        `json:"anomaly_detection"`
	InstallationAnalysis    *InstallationAnalysisResult    `json:"installation_analysis"`
	RuntimeAnalysis         *RuntimeAnalysisResult         `json:"runtime_analysis"`
	NetworkAnalysis         *NetworkAnalysisResult         `json:"network_analysis"`
	FileSystemAnalysis      *FileSystemAnalysisResult      `json:"filesystem_analysis"`
	ProcessAnalysis         *ProcessAnalysisResult         `json:"process_analysis"`
	UserInteractionAnalysis *UserInteractionAnalysisResult `json:"user_interaction_analysis"`
	TemporalAnalysis        *TemporalAnalysisResult        `json:"temporal_analysis"`
	BaselineComparison      *BaselineComparisonResult      `json:"baseline_comparison"`
	DetectedBehaviors       []DetectedBehavior             `json:"detected_behaviors"`
	BehavioralAnomalies     []BehavioralAnomaly            `json:"behavioral_anomalies"`
	RiskAssessment          *BehavioralRiskAssessment      `json:"risk_assessment"`
	Recommendations         []BehavioralRecommendation     `json:"recommendations"`
	Metadata                map[string]interface{}         `json:"metadata"`
}

type BehavioralAnalyzer struct {
	// contains filtered or unexported fields
}

type BehavioralAnomaly struct {
	AnomalyID     string                 `json:"anomaly_id"`
	AnomalyType   string                 `json:"anomaly_type"`
	Severity      string                 `json:"severity"`
	Description   string                 `json:"description"`
	DetectionTime time.Time              `json:"detection_time"`
	AnomalyScore  float64                `json:"anomaly_score"`
	Context       map[string]interface{} `json:"context"`
	Evidence      []string               `json:"evidence"`
	Impact        string                 `json:"impact"`
}

type BehavioralConfig struct {
	EnablePatternDetection        bool          `yaml:"enable_pattern_detection"`         // true
	EnableAnomalyDetection        bool          `yaml:"enable_anomaly_detection"`         // true
	EnableInstallationAnalysis    bool          `yaml:"enable_installation_analysis"`     // true
	EnableRuntimeAnalysis         bool          `yaml:"enable_runtime_analysis"`          // true
	EnableNetworkAnalysis         bool          `yaml:"enable_network_analysis"`          // true
	EnableFileSystemAnalysis      bool          `yaml:"enable_filesystem_analysis"`       // true
	EnableProcessAnalysis         bool          `yaml:"enable_process_analysis"`          // true
	EnableUserInteractionAnalysis bool          `yaml:"enable_user_interaction_analysis"` // true
	EnableTemporalAnalysis        bool          `yaml:"enable_temporal_analysis"`         // true
	EnableBaselineManagement      bool          `yaml:"enable_baseline_management"`       // true
	AnomalyThreshold              float64       `yaml:"anomaly_threshold"`                // 0.7
	PatternConfidenceThreshold    float64       `yaml:"pattern_confidence_threshold"`     // 0.8
	BaselineUpdateInterval        time.Duration `yaml:"baseline_update_interval"`         // 24h
	AnalysisWindow                time.Duration `yaml:"analysis_window"`                  // 7d
	MaxConcurrentAnalysis         int           `yaml:"max_concurrent_analysis"`          // 5
	Enabled                       bool          `yaml:"enabled"`                          // true
}

type BehavioralPattern struct {
	PatternID     string                 `json:"pattern_id"`
	PatternType   string                 `json:"pattern_type"`
	Description   string                 `json:"description"`
	Frequency     int                    `json:"frequency"`
	Confidence    float64                `json:"confidence"`
	RiskLevel     string                 `json:"risk_level"`
	FirstObserved time.Time              `json:"first_observed"`
	LastObserved  time.Time              `json:"last_observed"`
	Indicators    []string               `json:"indicators"`
	Context       map[string]interface{} `json:"context"`
}

type BehavioralRecommendation struct {
	RecommendationID   string        `json:"recommendation_id"`
	RecommendationType string        `json:"recommendation_type"`
	Priority           string        `json:"priority"`
	Description        string        `json:"description"`
	Actions            []string      `json:"actions"`
	Timeline           time.Duration `json:"timeline"`
	Resources          []string      `json:"resources"`
	ExpectedOutcome    string        `json:"expected_outcome"`
	SuccessMetrics     []string      `json:"success_metrics"`
}

type BehavioralRiskAssessment struct {
	OverallRiskLevel     string               `json:"overall_risk_level"`
	RiskScore            float64              `json:"risk_score"`
	RiskFactors          []RiskFactor         `json:"risk_factors"`
	RiskCategories       []RiskCategory       `json:"risk_categories"`
	RiskTrends           []RiskTrend          `json:"risk_trends"`
	MitigationStrategies []MitigationStrategy `json:"mitigation_strategies"`
}

type BotDetectionRule struct {
	Pattern     string
	Confidence  float64
	Description string
}

type CampaignDetectionResult struct {
	DetectedCampaigns []DetectedCampaign `json:"detected_campaigns"`
	CampaignPatterns  []CampaignPattern  `json:"campaign_patterns"`
	StagedAttacks     []StagedAttack     `json:"staged_attacks"`
	CampaignMetrics   *CampaignMetrics   `json:"campaign_metrics"`
}

type CampaignDetector struct {
	// contains filtered or unexported fields
}

type CampaignMetrics struct {
	TotalCampaigns       int           `json:"total_campaigns"`
	ActiveCampaigns      int           `json:"active_campaigns"`
	CompletedCampaigns   int           `json:"completed_campaigns"`
	AverageDetectionTime time.Duration `json:"average_detection_time"`
	DetectionAccuracy    float64       `json:"detection_accuracy"`
}

type CampaignPattern struct {
	PatternID    string        `json:"pattern_id"`
	PatternName  string        `json:"pattern_name"`
	Stages       []string      `json:"stages"`
	Duration     time.Duration `json:"duration"`
	SuccessRate  float64       `json:"success_rate"`
	ThreatActors []string      `json:"threat_actors"`
}

type CampaignProgress struct {
	CampaignID   string
	CurrentStage int
	Progression  float64
	StartTime    time.Time
	LastUpdate   time.Time
}

type CertificationBody struct {
	Name      string
	Authority string
	Verified  bool
	Standards []string
}

type ChangePoint struct {
	ChangePointID string    `json:"change_point_id"`
	Timestamp     time.Time `json:"timestamp"`
	ChangeType    string    `json:"change_type"`
	Magnitude     float64   `json:"magnitude"`
	Confidence    float64   `json:"confidence"`
	Description   string    `json:"description"`
}

type ChangedBehavior struct {
	BehaviorID   string    `json:"behavior_id"`
	BehaviorType string    `json:"behavior_type"`
	ChangeType   string    `json:"change_type"`
	OldPattern   string    `json:"old_pattern"`
	NewPattern   string    `json:"new_pattern"`
	ChangeTime   time.Time `json:"change_time"`
	Impact       string    `json:"impact"`
}

type ChecksumAnalysis struct {
	ChecksumAlgorithm  string             `json:"checksum_algorithm"`
	ChecksumMatches    []ChecksumMatch    `json:"checksum_matches"`
	ChecksumMismatches []ChecksumMismatch `json:"checksum_mismatches"`
	ChecksumAnomalies  []ChecksumAnomaly  `json:"checksum_anomalies"`
}

type ChecksumAnomaly struct {
	AnomalyID     string    `json:"anomaly_id"`
	AnomalyType   string    `json:"anomaly_type"`
	DetectionTime time.Time `json:"detection_time"`
	Description   string    `json:"description"`
	AffectedFiles []string  `json:"affected_files"`
	Evidence      []string  `json:"evidence"`
}

type ChecksumMatch struct {
	FilePath         string    `json:"file_path"`
	ExpectedChecksum string    `json:"expected_checksum"`
	ActualChecksum   string    `json:"actual_checksum"`
	Timestamp        time.Time `json:"timestamp"`
	Verified         bool      `json:"verified"`
}

type ChecksumMismatch struct {
	FilePath         string    `json:"file_path"`
	ExpectedChecksum string    `json:"expected_checksum"`
	ActualChecksum   string    `json:"actual_checksum"`
	DetectionTime    time.Time `json:"detection_time"`
	Severity         string    `json:"severity"`
	PossibleCauses   []string  `json:"possible_causes"`
}

type CircularDependency struct {
	Cycle       []string `json:"cycle"`
	Length      int      `json:"length"`
	Complexity  float64  `json:"complexity"`
	Exploitable bool     `json:"exploitable"`
}

type CircularDependencyDetector struct {
	// contains filtered or unexported fields
}

type CodeChange struct {
	Type       string // "addition", "modification", "deletion"
	Location   string
	Content    string
	Suspicion  float64
	Indicators []string
}

type CollectiveAnomaly struct {
	AnomalyID        string        `json:"anomaly_id"`
	AffectedEntities []string      `json:"affected_entities"`
	CollectiveScore  float64       `json:"collective_score"`
	Pattern          string        `json:"pattern"`
	Duration         time.Duration `json:"duration"`
	Coordination     bool          `json:"coordination"`
}

type CommunicationPattern struct {
	PatternID    string   `json:"pattern_id"`
	PatternType  string   `json:"pattern_type"`
	Frequency    int      `json:"frequency"`
	Destinations []string `json:"destinations"`
	Protocols    []string `json:"protocols"`
	DataVolume   int64    `json:"data_volume"`
	Periodicity  bool     `json:"periodicity"`
	Encrypted    bool     `json:"encrypted"`
	Anomalous    bool     `json:"anomalous"`
}

type CommunityMetrics struct {
	Stars          int
	Forks          int
	Contributors   int
	Issues         int
	PullRequests   int
	CommunityScore float64
	Authenticity   float64
}

type CommunityValidator struct {
	// contains filtered or unexported fields
}

type ComparisonRecord struct {
	RecordID       string
	BaselineID     string
	ComparisonTime time.Time
	ComparisonType string
	Results        map[string]interface{}
	Deviations     []BaselineDeviation
}

type ComparisonRule struct {
	RuleID    string
	RuleType  string
	Condition string
	Action    string
	Enabled   bool
}

type ComplexityAnalyzer struct {
	// contains filtered or unexported fields
}

type ComplexityAnalyzerConfig struct {
	MaxDependencyDepth     int           `yaml:"max_dependency_depth"`     // 15 levels max
	MaxDependencyCount     int           `yaml:"max_dependency_count"`     // 1000 deps max
	MaxAnalysisTime        time.Duration `yaml:"max_analysis_time"`        // 30 seconds max
	MaxMemoryUsage         int64         `yaml:"max_memory_usage"`         // 512MB max
	CircularDetectionLimit int           `yaml:"circular_detection_limit"` // 100 cycles max
	ComplexityThreshold    float64       `yaml:"complexity_threshold"`     // 0.8
	EnableEarlyTermination bool          `yaml:"enable_early_termination"` // true
	EnableComplexityLimits bool          `yaml:"enable_complexity_limits"` // true
	Enabled                bool          `yaml:"enabled"`                  // true
}

type ComplexityLimiter struct {
	// contains filtered or unexported fields
}

type ComplexityThreat struct {
	ThreatID             string                 `json:"threat_id"`
	PackageName          string                 `json:"package_name"`
	ThreatType           string                 `json:"threat_type"`
	Severity             types.Severity         `json:"severity"`
	ComplexityScore      float64                `json:"complexity_score"`
	DependencyDepth      int                    `json:"dependency_depth"`
	DependencyCount      int                    `json:"dependency_count"`
	CircularDependencies []CircularDependency   `json:"circular_dependencies"`
	PerformanceImpact    *PerformanceImpact     `json:"performance_impact"`
	ExploitationRisk     string                 `json:"exploitation_risk"`
	Recommendations      []string               `json:"recommendations"`
	Metadata             map[string]interface{} `json:"metadata"`
}

type ComplianceStandard struct {
	Name         string
	Authority    string
	Requirements []string
	Verified     bool
}

type ComplianceValidator struct {
	// contains filtered or unexported fields
}

type ComprehensiveSecurityResult struct {
	PackageName             string                     `json:"package_name"`
	OverallThreatScore      float64                    `json:"overall_threat_score"`
	ThreatLevel             string                     `json:"threat_level"`
	TemporalAnalysis        *TemporalThreat            `json:"temporal_analysis"`
	ComplexityAnalysis      *ComplexityThreat          `json:"complexity_analysis"`
	TrustValidation         *TrustValidationResult     `json:"trust_validation"`
	MLHardening             *MLHardeningResult         `json:"ml_hardening"`
	MultiVectorAnalysis     *MultiVectorAnalysisResult `json:"multi_vector_analysis"`
	BehavioralAnalysis      *BehavioralAnalysisResult  `json:"behavioral_analysis"`
	ThreatIntelligence      *ThreatIntelResult         `json:"threat_intelligence"`
	SecurityMetrics         *SecurityMetricsResult     `json:"security_metrics"`
	DetectedThreats         []DetectedThreat           `json:"detected_threats"`
	SecurityRecommendations []SecurityRecommendation   `json:"security_recommendations"`
	ResponseActions         []ResponseAction           `json:"response_actions"`
	AlertsGenerated         []SecurityAlert            `json:"alerts_generated"`
	AnalysisTimestamp       time.Time                  `json:"analysis_timestamp"`
	AnalysisDuration        time.Duration              `json:"analysis_duration"`
	RequiresImmediateAction bool                       `json:"requires_immediate_action"`
	Metadata                map[string]interface{}     `json:"metadata"`
}

type ConnectionMonitor struct {
	// contains filtered or unexported fields
}

type ConnectionRecord struct {
	ConnectionID   string
	Timestamp      time.Time
	Details        NetworkConnection
	Classification string
}

type ConnectionRule struct {
	RuleID    string
	RuleType  string
	Condition string
	Action    string
	Enabled   bool
}

type ContextualAnomaly struct {
	AnomalyID        string                 `json:"anomaly_id"`
	Context          map[string]interface{} `json:"context"`
	ContextualScore  float64                `json:"contextual_score"`
	ExpectedBehavior string                 `json:"expected_behavior"`
	ObservedBehavior string                 `json:"observed_behavior"`
	ContextFactors   []string               `json:"context_factors"`
}

type CoordinatedResponse struct {
	ResponseID    string    `json:"response_id"`
	ResponseType  string    `json:"response_type"`
	TriggerEvent  string    `json:"trigger_event"`
	Actions       []string  `json:"actions"`
	Effectiveness float64   `json:"effectiveness"`
	ExecutionTime time.Time `json:"execution_time"`
}

type CoordinatedThreat struct {
	ThreatID          string            `json:"threat_id"`
	ThreatType        string            `json:"threat_type"`
	CoordinationLevel string            `json:"coordination_level"`
	AttackVectors     []string          `json:"attack_vectors"`
	ThreatActors      []string          `json:"threat_actors"`
	Timeline          []ThreatEvent     `json:"timeline"`
	ImpactAssessment  *ImpactAssessment `json:"impact_assessment"`
}

type CoordinationRule struct {
	RuleID           string
	TriggerCondition string
	DefenseSystems   []string
	Actions          []string
	Priority         int
}

type CorporateEntity struct {
	Name       string
	Domain     string
	Verified   bool
	Employees  int
	Founded    time.Time
	Legitimacy float64
}

type CorporateValidator struct {
	// contains filtered or unexported fields
}

type CorrelatedAttack struct {
	AttackID            string    `json:"attack_id"`
	AttackType          string    `json:"attack_type"`
	TargetEcosystem     string    `json:"target_ecosystem"`
	Timestamp           time.Time `json:"timestamp"`
	CorrelationStrength float64   `json:"correlation_strength"`
	SharedIndicators    []string  `json:"shared_indicators"`
}

type CorrelationRule struct {
	RuleID     string
	Conditions []string
	Threshold  float64
	Action     string
}

type CredentialChecker struct {
	// contains filtered or unexported fields
}

type CredentialStrengthAnalyzer struct {
	// contains filtered or unexported fields
}

type CredentialValidationRule struct {
	RuleID    string
	RuleType  string
	Condition string
	Action    string
	Enabled   bool
}

type CredentialWeakness struct {
	WeaknessID   string
	WeaknessType string
	Description  string
	Severity     string
	Mitigation   string
}

type CrossEcosystemMonitor struct {
	// contains filtered or unexported fields
}

type CrossEcosystemResult struct {
	EcosystemsAnalyzed      []string                 `json:"ecosystems_analyzed"`
	CrossEcosystemThreats   []CrossEcosystemThreat   `json:"cross_ecosystem_threats"`
	EcosystemCorrelations   []EcosystemCorrelation   `json:"ecosystem_correlations"`
	SupplyChainRisks        []SupplyChainRisk        `json:"supply_chain_risks"`
	CrossPlatformIndicators []CrossPlatformIndicator `json:"cross_platform_indicators"`
}

type CrossEcosystemThreat struct {
	ThreatID           string    `json:"threat_id"`
	ThreatType         string    `json:"threat_type"`
	AffectedEcosystems []string  `json:"affected_ecosystems"`
	CoordinationLevel  string    `json:"coordination_level"`
	ThreatSeverity     string    `json:"threat_severity"`
	FirstDetected      time.Time `json:"first_detected"`
	PropagationVector  string    `json:"propagation_vector"`
}

type CrossPackagePattern struct {
	PatternID        string   `json:"pattern_id"`
	AffectedPackages []string `json:"affected_packages"`
	PatternType      string   `json:"pattern_type"`
	Correlation      float64  `json:"correlation"`
	RiskLevel        string   `json:"risk_level"`
}

type CrossPlatformIndicator struct {
	IndicatorType  string   `json:"indicator_type"`
	Platforms      []string `json:"platforms"`
	IndicatorValue string   `json:"indicator_value"`
	ThreatLevel    string   `json:"threat_level"`
	Confidence     float64  `json:"confidence"`
}

type CyclicalPattern struct {
	PatternID     string        `json:"pattern_id"`
	CycleType     string        `json:"cycle_type"`
	CycleDuration time.Duration `json:"cycle_duration"`
	Description   string        `json:"description"`
	Amplitude     float64       `json:"amplitude"`
	Phase         float64       `json:"phase"`
	Stability     float64       `json:"stability"`
}

type DNSAnalysis struct {
	DNSQueries        []DNSQuery         `json:"dns_queries"`
	SuspiciousDomains []SuspiciousDomain `json:"suspicious_domains"`
	DNSPatterns       []DNSPattern       `json:"dns_patterns"`
	DNSAnomalies      []DNSAnomaly       `json:"dns_anomalies"`
}

type DNSAnalyzer struct {
	// contains filtered or unexported fields
}

type DNSAnomaly struct {
	AnomalyID       string    `json:"anomaly_id"`
	AnomalyType     string    `json:"anomaly_type"`
	DetectionTime   time.Time `json:"detection_time"`
	Description     string    `json:"description"`
	AffectedDomains []string  `json:"affected_domains"`
	Evidence        []string  `json:"evidence"`
}

type DNSMetric struct {
	MetricID   string    `json:"metric_id"`
	MetricType string    `json:"metric_type"`
	Value      float64   `json:"value"`
	Timestamp  time.Time `json:"timestamp"`
	Domain     string    `json:"domain"`
}

type DNSPattern struct {
	PatternID   string   `json:"pattern_id"`
	PatternType string   `json:"pattern_type"`
	Domains     []string `json:"domains"`
	Frequency   int      `json:"frequency"`
	Periodicity bool     `json:"periodicity"`
	Anomalous   bool     `json:"anomalous"`
}

type DNSQuery struct {
	QueryID      string        `json:"query_id"`
	Domain       string        `json:"domain"`
	QueryType    string        `json:"query_type"`
	Timestamp    time.Time     `json:"timestamp"`
	ResponseCode string        `json:"response_code"`
	ResponseTime time.Duration `json:"response_time"`
	Suspicious   bool          `json:"suspicious"`
}

type DNSResponse struct {
	ResponseID   string        `json:"response_id"`
	QueryID      string        `json:"query_id"`
	Domain       string        `json:"domain"`
	ResponseCode int           `json:"response_code"`
	ResponseTime time.Duration `json:"response_time"`
	Timestamp    time.Time     `json:"timestamp"`
	Answers      []string      `json:"answers"`
}

type DefenseCoordinationResult struct {
	CoordinationScore    float64               `json:"coordination_score"`
	ActiveDefenses       []ActiveDefense       `json:"active_defenses"`
	DefenseGaps          []DefenseGap          `json:"defense_gaps"`
	CoordinatedResponses []CoordinatedResponse `json:"coordinated_responses"`
	DefenseEffectiveness float64               `json:"defense_effectiveness"`
}

type DefenseCoordinator struct {
	// contains filtered or unexported fields
}

type DefenseGap struct {
	GapType         string   `json:"gap_type"`
	Severity        string   `json:"severity"`
	Description     string   `json:"description"`
	AffectedAreas   []string `json:"affected_areas"`
	Recommendations []string `json:"recommendations"`
}

type DefenseRecommendation struct {
	RecommendationID   string        `json:"recommendation_id"`
	RecommendationType string        `json:"recommendation_type"`
	Priority           string        `json:"priority"`
	Description        string        `json:"description"`
	Actions            []string      `json:"actions"`
	Timeline           time.Duration `json:"timeline"`
	Resources          []string      `json:"resources"`
	Effectiveness      float64       `json:"effectiveness"`
}

type DefenseSystem struct {
	SystemID      string
	SystemType    string
	Status        string
	Capabilities  []string
	ResponseTime  time.Duration
	Effectiveness float64
}

type DependencyEdge struct {
	Source       string
	Target       string
	Relationship string
	Weight       float64
}

type DependencyGraph struct {
	// contains filtered or unexported fields
}

type DependencyNode struct {
	Name         string
	Version      string
	Dependencies []string
	Depth        int
	Visited      bool
	InStack      bool
	Complexity   float64
}

type DetectedBehavior struct {
	BehaviorID    string                 `json:"behavior_id"`
	BehaviorType  string                 `json:"behavior_type"`
	Category      string                 `json:"category"`
	Description   string                 `json:"description"`
	Confidence    float64                `json:"confidence"`
	RiskLevel     string                 `json:"risk_level"`
	FirstDetected time.Time              `json:"first_detected"`
	LastDetected  time.Time              `json:"last_detected"`
	Frequency     int                    `json:"frequency"`
	Context       map[string]interface{} `json:"context"`
	Indicators    []string               `json:"indicators"`
	Evidence      []string               `json:"evidence"`
}

type DetectedCampaign struct {
	CampaignID     string        `json:"campaign_id"`
	CampaignType   string        `json:"campaign_type"`
	Stage          string        `json:"stage"`
	Confidence     float64       `json:"confidence"`
	StartTime      time.Time     `json:"start_time"`
	Duration       time.Duration `json:"duration"`
	AttackVectors  []string      `json:"attack_vectors"`
	TargetedAssets []string      `json:"targeted_assets"`
}

type DetectedThreat struct {
	ThreatID             string                 `json:"threat_id"`
	ThreatType           string                 `json:"threat_type"`
	ThreatCategory       string                 `json:"threat_category"`
	Severity             string                 `json:"severity"`
	Confidence           float64                `json:"confidence"`
	Description          string                 `json:"description"`
	Evidence             []string               `json:"evidence"`
	DetectionSource      string                 `json:"detection_source"`
	DetectionTimestamp   time.Time              `json:"detection_timestamp"`
	AffectedComponents   []string               `json:"affected_components"`
	PotentialImpact      string                 `json:"potential_impact"`
	MitigationStrategies []string               `json:"mitigation_strategies"`
	Context              map[string]interface{} `json:"context"`
}

type DetectionAlgorithm struct {
	AlgorithmID   string
	AlgorithmType string
	Parameters    map[string]interface{}
	Sensitivity   float64
	Specificity   float64
}

type DomainAnalysisRule struct {
	RuleID    string
	RuleType  string
	Condition string
	Action    string
	Enabled   bool
}

type DomainAnalyzer struct {
	// contains filtered or unexported fields
}

type DomainRecord struct {
	Domain      string
	Reputation  string
	Category    string
	LastUpdated time.Time
	Metadata    map[string]interface{}
}

type EcosystemCorrelation struct {
	EcosystemPair       []string `json:"ecosystem_pair"`
	CorrelationStrength float64  `json:"correlation_strength"`
	SharedThreats       []string `json:"shared_threats"`
	AttackVectors       []string `json:"attack_vectors"`
}

type EffectivenessRecord struct {
	Timestamp     time.Time
	DefenseSystem string
	ThreatType    string
	Effectiveness float64
	ResponseTime  time.Duration
}

type EffectivenessTracker struct {
	// contains filtered or unexported fields
}

type EncryptionAnalysis struct {
	EncryptedTraffic    float64             `json:"encrypted_traffic"`
	EncryptionProtocols map[string]int      `json:"encryption_protocols"`
	WeakEncryption      []WeakEncryption    `json:"weak_encryption"`
	EncryptionAnomalies []EncryptionAnomaly `json:"encryption_anomalies"`
}

type EncryptionAnalyzer struct {
	// contains filtered or unexported fields
}

type EncryptionAnomaly struct {
	AnomalyID     string    `json:"anomaly_id"`
	AnomalyType   string    `json:"anomaly_type"`
	DetectionTime time.Time `json:"detection_time"`
	Description   string    `json:"description"`
	Evidence      []string  `json:"evidence"`
}

type EncryptionDetector struct {
	DetectorID     string
	EncryptionType string
	DetectionLogic func(data []byte) EncryptionResult
	Enabled        bool
}

type EncryptionMetric struct {
	MetricID       string
	EncryptionType string
	MetricType     string
	Value          float64
	Timestamp      time.Time
}

type EncryptionResult struct {
	Encrypted      bool
	EncryptionType string
	Strength       string
	Weaknesses     []string
	Confidence     float64
}

type EncryptionWeakness struct {
	WeaknessID   string
	WeaknessType string
	Description  string
	Severity     string
	Mitigation   string
}

type EngagementMetrics struct {
	TotalUsers         int           `json:"total_users"`
	ActiveUsers        int           `json:"active_users"`
	AverageSessionTime time.Duration `json:"average_session_time"`
	SessionFrequency   float64       `json:"session_frequency"`
	UserRetentionRate  float64       `json:"user_retention_rate"`
	EngagementTrend    string        `json:"engagement_trend"`
}

type EnsembleDefense struct {
	// contains filtered or unexported fields
}

type EnsembleDefenseResult struct {
	EnsembleAgreement    float64            `json:"ensemble_agreement"`
	ConsensusScore       float64            `json:"consensus_score"`
	ModelDiscrepancies   []ModelDiscrepancy `json:"model_discrepancies"`
	DefenseEffectiveness float64            `json:"defense_effectiveness"`
}

type EscalationDetector struct {
	// contains filtered or unexported fields
}

type EscalationManager struct {
	// contains filtered or unexported fields
}

type EscalationPath struct {
	PathID          string        `json:"path_id"`
	TriggerSeverity string        `json:"trigger_severity"`
	EscalationSteps []string      `json:"escalation_steps"`
	Stakeholders    []string      `json:"stakeholders"`
	Timeline        time.Duration `json:"timeline"`
}

type EscalationPattern struct {
	PatternID   string
	PatternType string
	Indicators  []string
	RiskLevel   string
}

type EscalationRule struct {
	RuleID           string        `json:"rule_id"`
	TriggerCondition string        `json:"trigger_condition"`
	EscalationDelay  time.Duration `json:"escalation_delay"`
	EscalationAction string        `json:"escalation_action"`
	Enabled          bool          `json:"enabled"`
}

type EvasionDetector struct {
	DetectorType string
	Patterns     []string
	Confidence   float64
}

type EventCollector struct {
	// contains filtered or unexported fields
}

type EventFilter struct {
	FilterID   string
	FilterType string
	Criteria   map[string]interface{}
	Enabled    bool
}

type EventProcessor struct {
	ProcessorID     string
	ProcessorType   string
	ProcessingRules []ProcessingRule
	Enabled         bool
}

type EvolutionStage struct {
	StageNumber     int       `json:"stage_number"`
	StageName       string    `json:"stage_name"`
	Timestamp       time.Time `json:"timestamp"`
	Characteristics []string  `json:"characteristics"`
	Changes         []string  `json:"changes"`
}

type ExecutionAnomaly struct {
	AnomalyID     string    `json:"anomaly_id"`
	AnomalyType   string    `json:"anomaly_type"`
	DetectionTime time.Time `json:"detection_time"`
	Description   string    `json:"description"`
	Severity      string    `json:"severity"`
	Impact        string    `json:"impact"`
	Evidence      []string  `json:"evidence"`
}

type ExecutionPattern struct {
	PatternID      string   `json:"pattern_id"`
	PatternType    string   `json:"pattern_type"`
	Processes      []string `json:"processes"`
	ExecutionOrder []string `json:"execution_order"`
	Frequency      int      `json:"frequency"`
	Timing         string   `json:"timing"`
	Anomalous      bool     `json:"anomalous"`
}

type ExpirationRecord struct {
	RecordID       string
	TokenID        string
	ExpirationTime time.Time
	CleanupTime    time.Time
	Action         string
}

type ExpirationRule struct {
	RuleID         string
	TokenType      string
	ExpirationTime time.Duration
	CleanupAction  string
	Enabled        bool
}

type FeaturePoisoningDetector struct {
	// contains filtered or unexported fields
}

type FeaturePoisoningRisk struct {
	RiskLevel           string               `json:"risk_level"`
	ConfidenceScore     float64              `json:"confidence_score"`
	PoisonedFeatures    []PoisonedFeature    `json:"poisoned_features"`
	PoisoningTechniques []PoisoningTechnique `json:"poisoning_techniques"`
	ImpactAssessment    *PoisoningImpact     `json:"impact_assessment"`
}

type FileOperation struct {
	OperationID   string    `json:"operation_id"`
	OperationType string    `json:"operation_type"`
	FilePath      string    `json:"file_path"`
	Timestamp     time.Time `json:"timestamp"`
	User          string    `json:"user"`
	Process       string    `json:"process"`
	Result        string    `json:"result"`
	Suspicious    bool      `json:"suspicious"`
}

type FileSystemAnalysisResult struct {
	FileOperations      []FileOperation     `json:"file_operations"`
	AccessPatterns      []AccessPattern     `json:"access_patterns"`
	FileSystemAnomalies []FileSystemAnomaly `json:"filesystem_anomalies"`
	PermissionAnalysis  *PermissionAnalysis `json:"permission_analysis"`
	IntegrityAnalysis   *IntegrityAnalysis  `json:"integrity_analysis"`
}

type FileSystemAnalyzer struct {
	// contains filtered or unexported fields
}

type FileSystemAnomaly struct {
	AnomalyID     string    `json:"anomaly_id"`
	AnomalyType   string    `json:"anomaly_type"`
	DetectionTime time.Time `json:"detection_time"`
	Description   string    `json:"description"`
	AffectedFiles []string  `json:"affected_files"`
	Severity      string    `json:"severity"`
	Evidence      []string  `json:"evidence"`
}

type FileSystemRule struct {
	RuleID    string
	RuleType  string
	Condition string
	Action    string
	Enabled   bool
}

type ForecastAnalysis struct {
	ForecastHorizon    time.Duration  `json:"forecast_horizon"`
	ForecastAccuracy   float64        `json:"forecast_accuracy"`
	ForecastConfidence float64        `json:"forecast_confidence"`
	Predictions        []Prediction   `json:"predictions"`
	RiskForecasts      []RiskForecast `json:"risk_forecasts"`
}

type FraudDetectionRule struct {
	RuleID    string
	RuleType  string
	Condition string
	Action    string
	Enabled   bool
}

type GeographicAnalyzer struct {
	// contains filtered or unexported fields
}

type GeographicInstallation struct {
	Country           string  `json:"country"`
	Region            string  `json:"region"`
	InstallationCount int     `json:"installation_count"`
	Percentage        float64 `json:"percentage"`
	Anomalous         bool    `json:"anomalous"`
}

type GradientAnalysisResult struct {
	GradientStability   float64              `json:"gradient_stability"`
	GradientMagnitude   float64              `json:"gradient_magnitude"`
	SuspiciousGradients []SuspiciousGradient `json:"suspicious_gradients"`
	GradientAttacks     []GradientAttack     `json:"gradient_attacks"`
}

type GradientAnalyzer struct {
	// contains filtered or unexported fields
}

type GradientAttack struct {
	AttackType      string  `json:"attack_type"`
	TargetLayer     string  `json:"target_layer"`
	AttackMagnitude float64 `json:"attack_magnitude"`
	SuccessRate     float64 `json:"success_rate"`
}

type GradientPattern struct {
	PatternType string
	Signature   []float64
	Confidence  float64
}

type ImpactAssessment struct {
	ImpactLevel     string        `json:"impact_level"`
	AffectedSystems []string      `json:"affected_systems"`
	BusinessImpact  string        `json:"business_impact"`
	TechnicalImpact string        `json:"technical_impact"`
	RecoveryTime    time.Duration `json:"recovery_time"`
}

type InputValidationResult struct {
	ValidationStatus    string             `json:"validation_status"`
	AnomalousInputs     []AnomalousInput   `json:"anomalous_inputs"`
	ValidationMetrics   *ValidationMetrics `json:"validation_metrics"`
	SanitizationApplied bool               `json:"sanitization_applied"`
}

type InputValidator struct {
	// contains filtered or unexported fields
}

type InstallationAnalysisResult struct {
	InstallationPatterns   []InstallationPattern    `json:"installation_patterns"`
	InstallationAnomalies  []InstallationAnomaly    `json:"installation_anomalies"`
	InstallationMetrics    *InstallationMetrics     `json:"installation_metrics"`
	GeographicDistribution []GeographicInstallation `json:"geographic_distribution"`
	TemporalDistribution   []TemporalInstallation   `json:"temporal_distribution"`
	UserBehaviorAnalysis   *UserBehaviorAnalysis    `json:"user_behavior_analysis"`
}

type InstallationAnalyzer struct {
	// contains filtered or unexported fields
}

type InstallationAnomaly struct {
	AnomalyID         string    `json:"anomaly_id"`
	AnomalyType       string    `json:"anomaly_type"`
	DetectionTime     time.Time `json:"detection_time"`
	InstallationSpike bool      `json:"installation_spike"`
	UnusualGeography  bool      `json:"unusual_geography"`
	SuspiciousUsers   []string  `json:"suspicious_users"`
	BotActivity       bool      `json:"bot_activity"`
}

type InstallationMetrics struct {
	TotalInstallations      int     `json:"total_installations"`
	DailyInstallationRate   float64 `json:"daily_installation_rate"`
	WeeklyInstallationRate  float64 `json:"weekly_installation_rate"`
	MonthlyInstallationRate float64 `json:"monthly_installation_rate"`
	GrowthRate              float64 `json:"growth_rate"`
	RetentionRate           float64 `json:"retention_rate"`
	UninstallRate           float64 `json:"uninstall_rate"`
}

type InstallationPattern struct {
	PatternID        string                 `json:"pattern_id"`
	PatternType      string                 `json:"pattern_type"`
	InstallationRate float64                `json:"installation_rate"`
	GeographicSpread string                 `json:"geographic_spread"`
	UserDemographics map[string]interface{} `json:"user_demographics"`
	Seasonality      bool                   `json:"seasonality"`
	Anomalous        bool                   `json:"anomalous"`
}

type InstallationRecord struct {
	InstallationID string
	PackageName    string
	Timestamp      time.Time
	UserID         string
	Location       string
	InstallMethod  string
	Context        map[string]interface{}
}

type IntegrityAnalysis struct {
	IntegrityChecks     []IntegrityCheck     `json:"integrity_checks"`
	IntegrityViolations []IntegrityViolation `json:"integrity_violations"`
	ChecksumAnalysis    *ChecksumAnalysis    `json:"checksum_analysis"`
	TamperingDetection  *TamperingDetection  `json:"tampering_detection"`
}

type IntegrityCheck struct {
	CheckID       string    `json:"check_id"`
	FilePath      string    `json:"file_path"`
	CheckType     string    `json:"check_type"`
	Timestamp     time.Time `json:"timestamp"`
	Result        string    `json:"result"`
	ExpectedValue string    `json:"expected_value"`
	ActualValue   string    `json:"actual_value"`
	Passed        bool      `json:"passed"`
}

type IntegrityChecker struct {
	// contains filtered or unexported fields
}

type IntegrityRule struct {
	RuleID    string
	RuleType  string
	Condition string
	Action    string
	Enabled   bool
}

type IntegrityViolation struct {
	ViolationID   string    `json:"violation_id"`
	ViolationType string    `json:"violation_type"`
	DetectionTime time.Time `json:"detection_time"`
	FilePath      string    `json:"file_path"`
	Description   string    `json:"description"`
	Severity      string    `json:"severity"`
	Evidence      []string  `json:"evidence"`
}

type IntelSource struct {
	SourceID    string
	SourceType  string
	Reliability float64
	LastUpdate  time.Time
	APIEndpoint string
}

type InteractionAnomaly struct {
	AnomalyID     string    `json:"anomaly_id"`
	AnomalyType   string    `json:"anomaly_type"`
	DetectionTime time.Time `json:"detection_time"`
	UserID        string    `json:"user_id"`
	Description   string    `json:"description"`
	Severity      string    `json:"severity"`
	Evidence      []string  `json:"evidence"`
}

type InteractionPattern struct {
	PatternID      string   `json:"pattern_id"`
	PatternType    string   `json:"pattern_type"`
	Description    string   `json:"description"`
	Frequency      int      `json:"frequency"`
	UserCount      int      `json:"user_count"`
	Typical        bool     `json:"typical"`
	RiskIndicators []string `json:"risk_indicators"`
}

type InteractionRecord struct {
	RecordID     string
	UserID       string
	Timestamp    time.Time
	Interactions []UserInteraction
	Summary      string
}

type InteractionRule struct {
	RuleID    string
	RuleType  string
	Condition string
	Action    string
	Enabled   bool
}

type MFAProvider struct {
	ProviderID    string
	ProviderName  string
	ProviderType  string
	Configuration map[string]interface{}
	Enabled       bool
}

type MFAToken struct {
	TokenID        string
	UserID         string
	TokenType      string
	Value          string
	CreationTime   time.Time
	ExpirationTime time.Time
	Status         string
	UsageCount     int
}

type MFAValidationRule struct {
	RuleID    string
	RuleType  string
	Condition string
	Action    string
	Enabled   bool
}

type MFAValidator struct {
	// contains filtered or unexported fields
}

type MLCountermeasure struct {
	CountermeasureType string   `json:"countermeasure_type"`
	Description        string   `json:"description"`
	Effectiveness      float64  `json:"effectiveness"`
	ImplementationCost string   `json:"implementation_cost"`
	Prerequisites      []string `json:"prerequisites"`
}

type MLHardeningConfig struct {
	EnableAdversarialDetection  bool          `yaml:"enable_adversarial_detection"`   // true
	EnableFeaturePoisoningCheck bool          `yaml:"enable_feature_poisoning_check"` // true
	EnableInputValidation       bool          `yaml:"enable_input_validation"`        // true
	EnableRobustnessValidation  bool          `yaml:"enable_robustness_validation"`   // true
	EnableGradientAnalysis      bool          `yaml:"enable_gradient_analysis"`       // true
	EnableEnsembleDefense       bool          `yaml:"enable_ensemble_defense"`        // true
	AdversarialThreshold        float64       `yaml:"adversarial_threshold"`          // 0.8
	PoisoningThreshold          float64       `yaml:"poisoning_threshold"`            // 0.7
	RobustnessThreshold         float64       `yaml:"robustness_threshold"`           // 0.6
	MaxPerturbationMagnitude    float64       `yaml:"max_perturbation_magnitude"`     // 0.1
	GradientAnalysisDepth       int           `yaml:"gradient_analysis_depth"`        // 5
	EnsembleSize                int           `yaml:"ensemble_size"`                  // 3
	ValidationTimeout           time.Duration `yaml:"validation_timeout"`             // 60s
	Enabled                     bool          `yaml:"enabled"`                        // true
}

type MLHardeningResult struct {
	PackageName             string                      `json:"package_name"`
	OverallSecurityScore    float64                     `json:"overall_security_score"`
	AdversarialRisk         *AdversarialRisk            `json:"adversarial_risk"`
	FeaturePoisoningRisk    *FeaturePoisoningRisk       `json:"feature_poisoning_risk"`
	InputValidationResult   *InputValidationResult      `json:"input_validation_result"`
	RobustnessValidation    *RobustnessValidationResult `json:"robustness_validation"`
	GradientAnalysis        *GradientAnalysisResult     `json:"gradient_analysis"`
	EnsembleDefenseResult   *EnsembleDefenseResult      `json:"ensemble_defense_result"`
	DetectedVulnerabilities []MLVulnerability           `json:"detected_vulnerabilities"`
	Countermeasures         []MLCountermeasure          `json:"countermeasures"`
	Recommendations         []string                    `json:"recommendations"`
	Metadata                map[string]interface{}      `json:"metadata"`
}

type MLHardeningSystem struct {
	// contains filtered or unexported fields
}

type MLVulnerability struct {
	VulnerabilityType  string    `json:"vulnerability_type"`
	Severity           string    `json:"severity"`
	Description        string    `json:"description"`
	ExploitPotential   float64   `json:"exploit_potential"`
	AffectedComponents []string  `json:"affected_components"`
	DetectionTime      time.Time `json:"detection_time"`
}

type MaintainerProfile struct {
	Username           string
	Email              string
	Reputation         float64
	PackageCount       int
	AccountAge         time.Duration
	Verified           bool
	SuspiciousActivity bool
}

type MaintainerValidator struct {
	// contains filtered or unexported fields
}

type ManipulationTactic struct {
	Tactic      string   `json:"tactic"`
	Description string   `json:"description"`
	Indicators  []string `json:"indicators"`
	Confidence  float64  `json:"confidence"`
}

type MarketEvent struct {
	Name        string
	Trigger     string
	Probability float64
	Indicators  []string
}

type MitigationStrategy struct {
	StrategyID     string        `json:"strategy_id"`
	StrategyType   string        `json:"strategy_type"`
	Description    string        `json:"description"`
	Priority       string        `json:"priority"`
	Effectiveness  float64       `json:"effectiveness"`
	Implementation []string      `json:"implementation"`
	Timeline       time.Duration `json:"timeline"`
	Resources      []string      `json:"resources"`
}

type ModelDiscrepancy struct {
	ModelPair              string   `json:"model_pair"`
	DiscrepancyScore       float64  `json:"discrepancy_score"`
	ConflictingPredictions []string `json:"conflicting_predictions"`
	SuspicionLevel         string   `json:"suspicion_level"`
}

type ModelRobustnessValidator struct {
	// contains filtered or unexported fields
}

type Monitor struct {
	MonitorID   string
	MonitorType string
	Status      string
	LastUpdate  time.Time
	Metrics     map[string]float64
}

type MonitoringRule struct {
	RuleID    string
	Condition string
	Action    string
	Threshold float64
	Enabled   bool
}

type MultiVectorAnalysisResult struct {
	PackageName            string                       `json:"package_name"`
	OverallThreatScore     float64                      `json:"overall_threat_score"`
	AttackCorrelation      *AttackCorrelationResult     `json:"attack_correlation"`
	DefenseCoordination    *DefenseCoordinationResult   `json:"defense_coordination"`
	ThreatIntelligence     *ThreatIntelligenceResult    `json:"threat_intelligence"`
	CrossEcosystemAnalysis *CrossEcosystemResult        `json:"cross_ecosystem_analysis"`
	CampaignDetection      *CampaignDetectionResult     `json:"campaign_detection"`
	ResponseOrchestration  *ResponseOrchestrationResult `json:"response_orchestration"`
	DetectedAttackVectors  []AttackVector               `json:"detected_attack_vectors"`
	CoordinatedThreats     []CoordinatedThreat          `json:"coordinated_threats"`
	DefenseRecommendations []DefenseRecommendation      `json:"defense_recommendations"`
	Metadata               map[string]interface{}       `json:"metadata"`
}

type MultiVectorConfig struct {
	EnableAttackCorrelation     bool          `yaml:"enable_attack_correlation"`      // true
	EnableDefenseCoordination   bool          `yaml:"enable_defense_coordination"`    // true
	EnableThreatIntelligence    bool          `yaml:"enable_threat_intelligence"`     // true
	EnableCrossEcosystemMonitor bool          `yaml:"enable_cross_ecosystem_monitor"` // true
	EnableCampaignDetection     bool          `yaml:"enable_campaign_detection"`      // true
	EnableResponseOrchestration bool          `yaml:"enable_response_orchestration"`  // true
	CorrelationWindow           time.Duration `yaml:"correlation_window"`             // 24h
	AttackThreshold             float64       `yaml:"attack_threshold"`               // 0.7
	CampaignThreshold           float64       `yaml:"campaign_threshold"`             // 0.8
	ResponseTimeout             time.Duration `yaml:"response_timeout"`               // 30s
	MaxConcurrentAnalysis       int           `yaml:"max_concurrent_analysis"`        // 10
	Enabled                     bool          `yaml:"enabled"`                        // true
}

type MultiVectorCoordinator struct {
	// contains filtered or unexported fields
}

type NetworkAnalysisResult struct {
	NetworkConnections    []NetworkConnection    `json:"network_connections"`
	CommunicationPatterns []CommunicationPattern `json:"communication_patterns"`
	NetworkAnomalies      []NetworkAnomaly       `json:"network_anomalies"`
	TrafficAnalysis       *TrafficAnalysis       `json:"traffic_analysis"`
	DNSAnalysis           *DNSAnalysis           `json:"dns_analysis"`
	ProtocolAnalysis      *ProtocolAnalysis      `json:"protocol_analysis"`
}

type NetworkAnalyzer struct {
	// contains filtered or unexported fields
}

type NetworkAnomaly struct {
	AnomalyID           string    `json:"anomaly_id"`
	AnomalyType         string    `json:"anomaly_type"`
	DetectionTime       time.Time `json:"detection_time"`
	Description         string    `json:"description"`
	Severity            string    `json:"severity"`
	AffectedConnections []string  `json:"affected_connections"`
	Evidence            []string  `json:"evidence"`
}

type NetworkConnection struct {
	ConnectionID     string        `json:"connection_id"`
	SourceIP         string        `json:"source_ip"`
	DestinationIP    string        `json:"destination_ip"`
	SourcePort       int           `json:"source_port"`
	DestinationPort  int           `json:"destination_port"`
	Protocol         string        `json:"protocol"`
	Timestamp        time.Time     `json:"timestamp"`
	Duration         time.Duration `json:"duration"`
	BytesTransferred int64         `json:"bytes_transferred"`
	Suspicious       bool          `json:"suspicious"`
}

type NewBehavior struct {
	BehaviorID    string    `json:"behavior_id"`
	BehaviorType  string    `json:"behavior_type"`
	Description   string    `json:"description"`
	FirstObserved time.Time `json:"first_observed"`
	Frequency     int       `json:"frequency"`
	RiskLevel     string    `json:"risk_level"`
	Confidence    float64   `json:"confidence"`
}

type NotificationChannel struct {
	ChannelID     string                 `json:"channel_id"`
	ChannelType   string                 `json:"channel_type"`
	Configuration map[string]interface{} `json:"configuration"`
	Enabled       bool                   `json:"enabled"`
}

type OrchestrationRule struct {
	RuleID        string
	TriggerEvent  string
	ResponseChain []string
	Priority      int
	Conditions    []string
}

type PatternDetectionResult struct {
	DetectedPatterns     []BehavioralPattern   `json:"detected_patterns"`
	PatternConfidence    float64               `json:"pattern_confidence"`
	SuspiciousPatterns   []SuspiciousPattern   `json:"suspicious_patterns"`
	PatternEvolution     []PatternEvolution    `json:"pattern_evolution"`
	CrossPackagePatterns []CrossPackagePattern `json:"cross_package_patterns"`
}

type PatternDetector struct {
	// contains filtered or unexported fields
}

type PatternEvolution struct {
	PatternID       string              `json:"pattern_id"`
	EvolutionStages []EvolutionStage    `json:"evolution_stages"`
	EvolutionRate   float64             `json:"evolution_rate"`
	Trajectory      string              `json:"trajectory"`
	Predictions     []PatternPrediction `json:"predictions"`
}

type PatternMatcher struct {
	// contains filtered or unexported fields
}

type PatternPrediction struct {
	PredictionID    string        `json:"prediction_id"`
	PredictedChange string        `json:"predicted_change"`
	Probability     float64       `json:"probability"`
	TimeFrame       time.Duration `json:"time_frame"`
	Confidence      float64       `json:"confidence"`
}

type PatternRecord struct {
	RecordID        string
	PatternID       string
	Timestamp       time.Time
	Characteristics map[string]interface{}
	Confidence      float64
}

type PerformanceImpact struct {
	AnalysisTime     time.Duration `json:"analysis_time"`
	MemoryUsage      int64         `json:"memory_usage"`
	OperationsCount  int64         `json:"operations_count"`
	TimeoutRisk      float64       `json:"timeout_risk"`
	MemoryExhaustion float64       `json:"memory_exhaustion"`
}

type PerformanceMetric struct {
	MetricID   string
	MetricType string
	Value      float64
	Timestamp  time.Time
	Unit       string
}

type PerformanceMetrics struct {
	CPUUsage       float64       `json:"cpu_usage"`
	MemoryUsage    float64       `json:"memory_usage"`
	DiskUsage      float64       `json:"disk_usage"`
	NetworkUsage   float64       `json:"network_usage"`
	ExecutionTime  time.Duration `json:"execution_time"`
	ResponseTime   time.Duration `json:"response_time"`
	ThroughputRate float64       `json:"throughput_rate"`
	ErrorRate      float64       `json:"error_rate"`
}

type PerformanceMonitor struct {
	// contains filtered or unexported fields
}

type PerformanceRecord struct {
	RecordID  string
	ProcessID string
	Timestamp time.Time
	Metrics   map[string]float64
	Status    string
}

type PerformanceTracker struct {
	// contains filtered or unexported fields
}

type PermissionAnalysis struct {
	PermissionChanges   []PermissionChange    `json:"permission_changes"`
	UnusualPermissions  []UnusualPermission   `json:"unusual_permissions"`
	PrivilegeEscalation []PrivilegeEscalation `json:"privilege_escalation"`
	PermissionAnomalies []PermissionAnomaly   `json:"permission_anomalies"`
}

type PermissionAnalyzer struct {
	// contains filtered or unexported fields
}

type PermissionAnomaly struct {
	AnomalyID     string    `json:"anomaly_id"`
	AnomalyType   string    `json:"anomaly_type"`
	DetectionTime time.Time `json:"detection_time"`
	Description   string    `json:"description"`
	AffectedFiles []string  `json:"affected_files"`
	Evidence      []string  `json:"evidence"`
}

type PermissionChange struct {
	ChangeID       string    `json:"change_id"`
	FilePath       string    `json:"file_path"`
	OldPermissions string    `json:"old_permissions"`
	NewPermissions string    `json:"new_permissions"`
	Timestamp      time.Time `json:"timestamp"`
	User           string    `json:"user"`
	Process        string    `json:"process"`
	Suspicious     bool      `json:"suspicious"`
}

type PermissionRule struct {
	RuleID    string
	RuleType  string
	Condition string
	Action    string
	Enabled   bool
}

type PerturbationDetector struct {
	DetectorType string
	Threshold    float64
	Sensitivity  float64
}

type PerturbationTest struct {
	PerturbationType string  `json:"perturbation_type"`
	Magnitude        float64 `json:"magnitude"`
	SuccessRate      float64 `json:"success_rate"`
	ModelResponse    string  `json:"model_response"`
	ExpectedResponse string  `json:"expected_response"`
}

type PerturbationTestConfig struct {
	TestType      string
	Magnitude     float64
	Iterations    int
	ExpectedRange float64
}

type PoisonedFeature struct {
	FeatureName     string   `json:"feature_name"`
	PoisonScore     float64  `json:"poison_score"`
	AnomalyLevel    string   `json:"anomaly_level"`
	Evidence        []string `json:"evidence"`
	OriginalValue   float64  `json:"original_value"`
	SuspiciousValue float64  `json:"suspicious_value"`
}

type PoisoningImpact struct {
	ModelAccuracyDrop  float64 `json:"model_accuracy_drop"`
	FalsePositiveRate  float64 `json:"false_positive_rate"`
	FalseNegativeRate  float64 `json:"false_negative_rate"`
	OverallDegradation float64 `json:"overall_degradation"`
}

type PoisoningPattern struct {
	PatternType string
	Indicators  []string
	Severity    string
}

type PoisoningTechnique struct {
	Technique   string   `json:"technique"`
	Description string   `json:"description"`
	Confidence  float64  `json:"confidence"`
	Indicators  []string `json:"indicators"`
}

type PredictedTrigger struct {
	Type          string    `json:"type"`
	Trigger       string    `json:"trigger"`
	Probability   float64   `json:"probability"`
	EstimatedDate time.Time `json:"estimated_date,omitempty"`
}

type Prediction struct {
	PredictionID       string    `json:"prediction_id"`
	PredictionType     string    `json:"prediction_type"`
	Timestamp          time.Time `json:"timestamp"`
	PredictedValue     float64   `json:"predicted_value"`
	ConfidenceInterval []float64 `json:"confidence_interval"`
	Probability        float64   `json:"probability"`
}

type PrivilegeEscalation struct {
	EscalationID   string    `json:"escalation_id"`
	EscalationType string    `json:"escalation_type"`
	DetectionTime  time.Time `json:"detection_time"`
	User           string    `json:"user"`
	Process        string    `json:"process"`
	Method         string    `json:"method"`
	Success        bool      `json:"success"`
	Evidence       []string  `json:"evidence"`
}

type ProcessAnalysisResult struct {
	ProcessBehaviors     []ProcessBehavior     `json:"process_behaviors"`
	ProcessAnomalies     []ProcessAnomaly      `json:"process_anomalies"`
	ProcessRelationships []ProcessRelationship `json:"process_relationships"`
	ExecutionPatterns    []ExecutionPattern    `json:"execution_patterns"`
	ProcessMetrics       *ProcessMetrics       `json:"process_metrics"`
}

type ProcessAnalyzer struct {
	// contains filtered or unexported fields
}

type ProcessAnomaly struct {
	AnomalyID     string    `json:"anomaly_id"`
	ProcessID     string    `json:"process_id"`
	ProcessName   string    `json:"process_name"`
	AnomalyType   string    `json:"anomaly_type"`
	DetectionTime time.Time `json:"detection_time"`
	Description   string    `json:"description"`
	Severity      string    `json:"severity"`
	Evidence      []string  `json:"evidence"`
}

type ProcessAnomalyDetector struct {
	// contains filtered or unexported fields
}

type ProcessAnomalyModel struct {
	ModelID     string
	ModelType   string
	Parameters  map[string]interface{}
	Sensitivity float64
}

type ProcessBaseline struct {
	BaselineID     string
	ProcessType    string
	NormalBehavior map[string]interface{}
	Thresholds     map[string]float64
	LastUpdated    time.Time
}

type ProcessBaselineManager struct {
	// contains filtered or unexported fields
}

type ProcessBehavior struct {
	BehaviorID    string             `json:"behavior_id"`
	ProcessID     string             `json:"process_id"`
	ProcessName   string             `json:"process_name"`
	BehaviorType  string             `json:"behavior_type"`
	Description   string             `json:"description"`
	StartTime     time.Time          `json:"start_time"`
	Duration      time.Duration      `json:"duration"`
	ResourceUsage map[string]float64 `json:"resource_usage"`
	Suspicious    bool               `json:"suspicious"`
}

type ProcessBehaviorAnalyzer struct {
	// contains filtered or unexported fields
}

type ProcessBehaviorPattern struct {
	PatternID       string
	PatternType     string
	Characteristics map[string]interface{}
	Frequency       int
	Normal          bool
}

type ProcessInfo struct {
	ProcessID      string
	ProcessName    string
	StartTime      time.Time
	Status         string
	ResourceUsage  map[string]float64
	ParentProcess  string
	ChildProcesses []string
}

type ProcessMetrics struct {
	TotalProcesses         int                `json:"total_processes"`
	ActiveProcesses        int                `json:"active_processes"`
	AverageLifetime        time.Duration      `json:"average_lifetime"`
	ProcessCreationRate    float64            `json:"process_creation_rate"`
	ProcessTerminationRate float64            `json:"process_termination_rate"`
	ResourceUtilization    map[string]float64 `json:"resource_utilization"`
}

type ProcessMonitor struct {
	// contains filtered or unexported fields
}

type ProcessPerformanceMetric struct {
	MetricID   string
	ProcessID  string
	MetricType string
	Value      float64
	Timestamp  time.Time
	Unit       string
}

type ProcessPerformanceTracker struct {
	// contains filtered or unexported fields
}

type ProcessRecord struct {
	RecordID  string
	ProcessID string
	Timestamp time.Time
	Event     string
	Details   map[string]interface{}
}

type ProcessRelationship struct {
	RelationshipID   string    `json:"relationship_id"`
	ParentProcess    string    `json:"parent_process"`
	ChildProcess     string    `json:"child_process"`
	RelationshipType string    `json:"relationship_type"`
	CreationTime     time.Time `json:"creation_time"`
	Suspicious       bool      `json:"suspicious"`
}

type ProcessRule struct {
	RuleID    string
	RuleType  string
	Condition string
	Action    string
	Enabled   bool
}

type ProcessSecurityAnalyzer struct {
	// contains filtered or unexported fields
}

type ProcessSecurityRule struct {
	RuleID    string
	RuleType  string
	Condition string
	Action    string
	Enabled   bool
}

type ProcessThreat struct {
	ThreatID      string
	ThreatType    string
	ProcessID     string
	DetectionTime time.Time
	Severity      string
	Evidence      []string
}

type ProcessThreatDetector struct {
	// contains filtered or unexported fields
}

type ProcessThreatPattern struct {
	PatternID  string
	ThreatType string
	Indicators []string
	RiskLevel  string
}

type ProcessVulnerability struct {
	VulnerabilityID   string
	VulnerabilityType string
	Severity          string
	Description       string
	Mitigation        string
}

type ProcessVulnerabilityScanner struct {
	// contains filtered or unexported fields
}

type ProcessingRule struct {
	RuleID    string
	Condition string
	Action    string
	Priority  int
}

type ProfileRule struct {
	RuleID    string
	RuleType  string
	Condition string
	Action    string
	Enabled   bool
}

type ProgressionRule struct {
	RuleID          string
	StageTransition string
	Indicators      []string
	Confidence      float64
}

type ProgressionTracker struct {
	// contains filtered or unexported fields
}

type PropagationRule struct {
	SourceEcosystem   string
	TargetEcosystem   string
	PropagationVector string
	Probability       float64
	TimeDelay         time.Duration
}

type ProtocolAnalysis struct {
	ProtocolUsage      map[string]int      `json:"protocol_usage"`
	ProtocolPatterns   []ProtocolPattern   `json:"protocol_patterns"`
	ProtocolAnomalies  []ProtocolAnomaly   `json:"protocol_anomalies"`
	EncryptionAnalysis *EncryptionAnalysis `json:"encryption_analysis"`
}

type ProtocolAnalysisResult struct {
	Protocol   string
	Analysis   map[string]interface{}
	Anomalies  []string
	Confidence float64
}

type ProtocolAnalyzer struct {
	// contains filtered or unexported fields
}

type ProtocolAnomaly struct {
	AnomalyID     string    `json:"anomaly_id"`
	Protocol      string    `json:"protocol"`
	AnomalyType   string    `json:"anomaly_type"`
	DetectionTime time.Time `json:"detection_time"`
	Description   string    `json:"description"`
	Evidence      []string  `json:"evidence"`
}

type ProtocolHandler struct {
	HandlerID string
	Protocol  string
	Handler   func(data []byte) ProtocolAnalysisResult
	Enabled   bool
}

type ProtocolMetric struct {
	MetricID   string
	Protocol   string
	MetricType string
	Value      float64
	Timestamp  time.Time
}

type ProtocolPattern struct {
	PatternID    string `json:"pattern_id"`
	Protocol     string `json:"protocol"`
	UsagePattern string `json:"usage_pattern"`
	Frequency    int    `json:"frequency"`
	DataVolume   int64  `json:"data_volume"`
	Typical      bool   `json:"typical"`
}

type PsychologicalTrigger struct {
	Type        string  `json:"type"`
	Description string  `json:"description"`
	Severity    string  `json:"severity"`
	Confidence  float64 `json:"confidence"`
}

type RedFlag struct {
	Flag        string    `json:"flag"`
	Severity    string    `json:"severity"`
	Description string    `json:"description"`
	Evidence    []string  `json:"evidence"`
	Timestamp   time.Time `json:"timestamp"`
}

type RemovedBehavior struct {
	BehaviorID   string    `json:"behavior_id"`
	BehaviorType string    `json:"behavior_type"`
	Description  string    `json:"description"`
	LastObserved time.Time `json:"last_observed"`
	RemovalTime  time.Time `json:"removal_time"`
	Reason       string    `json:"reason"`
}

type ReportGenerationRule struct {
	RuleID    string
	RuleType  string
	Condition string
	Action    string
	Enabled   bool
}

type ReportSection struct {
	SectionID   string
	SectionName string
	Content     string
	DataSources []string
}

type ReportTemplate struct {
	TemplateID   string
	TemplateName string
	Format       string
	Sections     []ReportSection
	Parameters   map[string]interface{}
}

type ResearcherProfile struct {
	Name         string
	Institution  string
	Publications int
	Citations    int
	HIndex       float64
	Verified     bool
}

type ResearcherValidator struct {
	// contains filtered or unexported fields
}

type ResourceUsagePattern struct {
	PatternID    string  `json:"pattern_id"`
	ResourceType string  `json:"resource_type"`
	UsagePattern string  `json:"usage_pattern"`
	PeakUsage    float64 `json:"peak_usage"`
	AverageUsage float64 `json:"average_usage"`
	UsageTrend   string  `json:"usage_trend"`
	Anomalous    bool    `json:"anomalous"`
}

type ResponseAction struct {
	ActionID      string                 `json:"action_id"`
	ActionType    string                 `json:"action_type"`
	ActionStatus  string                 `json:"action_status"`
	Description   string                 `json:"description"`
	ExecutionTime time.Time              `json:"execution_time"`
	Result        string                 `json:"result"`
	Parameters    map[string]interface{} `json:"parameters"`
}

type ResponseActionHandler func(ctx context.Context, params map[string]interface{}) error

type ResponseChain struct {
	ChainID        string   `json:"chain_id"`
	ChainType      string   `json:"chain_type"`
	Responses      []string `json:"responses"`
	ExecutionOrder []int    `json:"execution_order"`
	Dependencies   []string `json:"dependencies"`
	Success        bool     `json:"success"`
}

type ResponseOrchestrationResult struct {
	OrchestrationScore float64           `json:"orchestration_score"`
	ActiveResponses    []ActiveResponse  `json:"active_responses"`
	ResponseChains     []ResponseChain   `json:"response_chains"`
	AutomatedActions   []AutomatedAction `json:"automated_actions"`
	EscalationPaths    []EscalationPath  `json:"escalation_paths"`
}

type ResponseOrchestrationService struct {
	// contains filtered or unexported fields
}

type ResponseOrchestrator struct {
	// contains filtered or unexported fields
}

type ResponseRecord struct {
	RecordID        string                 `json:"record_id"`
	RuleID          string                 `json:"rule_id"`
	ActionType      string                 `json:"action_type"`
	ExecutionTime   time.Time              `json:"execution_time"`
	ExecutionResult string                 `json:"execution_result"`
	Parameters      map[string]interface{} `json:"parameters"`
	Success         bool                   `json:"success"`
	ErrorMessage    string                 `json:"error_message"`
}

type ResponseRule struct {
	RuleID           string                 `json:"rule_id"`
	RuleName         string                 `json:"rule_name"`
	TriggerCondition string                 `json:"trigger_condition"`
	ActionType       string                 `json:"action_type"`
	Parameters       map[string]interface{} `json:"parameters"`
	Enabled          bool                   `json:"enabled"`
	Priority         int                    `json:"priority"`
}

type ResponseSystem struct {
	SystemID     string
	SystemType   string
	Capabilities []string
	Status       string
	ResponseTime time.Duration
}

type ResponseTemplate struct {
	TemplateID    string
	ThreatType    string
	ResponseSteps []string
	Timeline      time.Duration
	Resources     []string
}

type RiskAssessment struct {
	// contains filtered or unexported fields
}

type RiskCategory struct {
	CategoryID   string   `json:"category_id"`
	CategoryName string   `json:"category_name"`
	RiskLevel    string   `json:"risk_level"`
	RiskScore    float64  `json:"risk_score"`
	Contributing []string `json:"contributing_factors"`
	Mitigation   []string `json:"mitigation"`
}

type RiskFactor struct {
	FactorType string
	Weight     float64
	Threshold  float64
}

type RiskForecast struct {
	ForecastID      string        `json:"forecast_id"`
	RiskType        string        `json:"risk_type"`
	TimeFrame       time.Duration `json:"time_frame"`
	RiskProbability float64       `json:"risk_probability"`
	RiskImpact      string        `json:"risk_impact"`
	Mitigation      []string      `json:"mitigation"`
}

type RiskTrend struct {
	TrendID      string        `json:"trend_id"`
	TrendType    string        `json:"trend_type"`
	Direction    string        `json:"direction"`
	Magnitude    float64       `json:"magnitude"`
	TimeFrame    time.Duration `json:"time_frame"`
	Confidence   float64       `json:"confidence"`
	Implications []string      `json:"implications"`
}

type RobustnessValidationResult struct {
	RobustnessScore   float64            `json:"robustness_score"`
	StabilityMetrics  *StabilityMetrics  `json:"stability_metrics"`
	PerturbationTests []PerturbationTest `json:"perturbation_tests"`
	WeaknessAreas     []WeaknessArea     `json:"weakness_areas"`
}

type RuntimeAnalysisResult struct {
	RuntimeBehaviors      []RuntimeBehavior      `json:"runtime_behaviors"`
	PerformanceMetrics    *PerformanceMetrics    `json:"performance_metrics"`
	ResourceUsagePatterns []ResourceUsagePattern `json:"resource_usage_patterns"`
	ExecutionAnomalies    []ExecutionAnomaly     `json:"execution_anomalies"`
	SecurityEvents        []SecurityEvent        `json:"security_events"`
}

type RuntimeAnalyzer struct {
	// contains filtered or unexported fields
}

type RuntimeBehavior struct {
	BehaviorID     string        `json:"behavior_id"`
	BehaviorType   string        `json:"behavior_type"`
	Description    string        `json:"description"`
	Frequency      int           `json:"frequency"`
	Duration       time.Duration `json:"duration"`
	ResourceImpact string        `json:"resource_impact"`
	SecurityImpact string        `json:"security_impact"`
	Anomalous      bool          `json:"anomalous"`
}

type RuntimeMonitor struct {
	// contains filtered or unexported fields
}

type SanitizationRule struct {
	RuleType    string
	Pattern     string
	Replacement string
	Priority    int
}

type ScanMetric struct {
	MetricID        string        `json:"metric_id"`
	ScanType        string        `json:"scan_type"`
	ScanCount       int           `json:"scan_count"`
	SuccessRate     float64       `json:"success_rate"`
	AverageDuration time.Duration `json:"average_duration"`
	LastScan        time.Time     `json:"last_scan"`
}

type SeasonalPattern struct {
	Name        string
	StartMonth  int
	EndMonth    int
	Probability float64
	Indicators  []string
}

type SecurityAlert struct {
	AlertID         string                 `json:"alert_id"`
	AlertType       string                 `json:"alert_type"`
	Severity        string                 `json:"severity"`
	Title           string                 `json:"title"`
	Message         string                 `json:"message"`
	Timestamp       time.Time              `json:"timestamp"`
	Source          string                 `json:"source"`
	AffectedPackage string                 `json:"affected_package"`
	Context         map[string]interface{} `json:"context"`
	Acknowledged    bool                   `json:"acknowledged"`
}

type SecurityCoordinator struct {
	// contains filtered or unexported fields
}

type SecurityCoordinatorConfig struct {
	EnableTemporalDetection     bool          `yaml:"enable_temporal_detection"`     // true
	EnableComplexityAnalysis    bool          `yaml:"enable_complexity_analysis"`    // true
	EnableTrustValidation       bool          `yaml:"enable_trust_validation"`       // true
	EnableMLHardening           bool          `yaml:"enable_ml_hardening"`           // true
	EnableMultiVectorDetection  bool          `yaml:"enable_multi_vector_detection"` // true
	EnableBehavioralAnalysis    bool          `yaml:"enable_behavioral_analysis"`    // true
	EnableThreatIntelligence    bool          `yaml:"enable_threat_intelligence"`    // true
	EnableResponseOrchestration bool          `yaml:"enable_response_orchestration"` // true
	EnableSecurityMetrics       bool          `yaml:"enable_security_metrics"`       // true
	EnableAlertManagement       bool          `yaml:"enable_alert_management"`       // true
	MaxConcurrentScans          int           `yaml:"max_concurrent_scans"`          // 10
	ScanTimeout                 time.Duration `yaml:"scan_timeout"`                  // 30m
	ThreatScoreThreshold        float64       `yaml:"threat_score_threshold"`        // 0.7
	CriticalThreatThreshold     float64       `yaml:"critical_threat_threshold"`     // 0.9
	AutoResponseEnabled         bool          `yaml:"auto_response_enabled"`         // false
	Enabled                     bool          `yaml:"enabled"`                       // true
}

type SecurityEvent struct {
	EventID     string                 `json:"event_id"`
	EventType   string                 `json:"event_type"`
	Timestamp   time.Time              `json:"timestamp"`
	Severity    string                 `json:"severity"`
	Description string                 `json:"description"`
	Source      string                 `json:"source"`
	Target      string                 `json:"target"`
	Action      string                 `json:"action"`
	Result      string                 `json:"result"`
	Context     map[string]interface{} `json:"context"`
}

type SecurityMetrics struct {
	// contains filtered or unexported fields
}

type SecurityMetricsResult struct {
	ScanMetrics        []ScanMetric        `json:"scan_metrics"`
	ThreatMetrics      []ThreatMetric      `json:"threat_metrics"`
	PerformanceMetrics []PerformanceMetric `json:"performance_metrics"`
	AlertMetrics       []AlertMetric       `json:"alert_metrics"`
	OverallHealth      string              `json:"overall_health"`
	HealthScore        float64             `json:"health_score"`
	GeneratedAt        time.Time           `json:"generated_at"`
}

type SecurityMonitor struct {
	// contains filtered or unexported fields
}

type SecurityPerformanceMetric struct {
	MetricID       string        `json:"metric_id"`
	ComponentName  string        `json:"component_name"`
	AverageLatency time.Duration `json:"average_latency"`
	Throughput     float64       `json:"throughput"`
	ErrorRate      float64       `json:"error_rate"`
	ResourceUsage  float64       `json:"resource_usage"`
}

type SecurityRecommendation struct {
	RecommendationID   string    `json:"recommendation_id"`
	RecommendationType string    `json:"recommendation_type"`
	Priority           string    `json:"priority"`
	Title              string    `json:"title"`
	Description        string    `json:"description"`
	ActionItems        []string  `json:"action_items"`
	EstimatedEffort    string    `json:"estimated_effort"`
	ExpectedBenefit    string    `json:"expected_benefit"`
	Timestamp          time.Time `json:"timestamp"`
}