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claude-flow

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Ruflo - Enterprise AI agent orchestration for Claude Code. Deploy 60+ specialized agents in coordinated swarms with self-learning, fault-tolerant consensus, vector memory, and MCP integration

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export type AnomalyType = | 'drift' | 'spike' | 'flatline' | 'oscillation' | 'pattern-break' | 'cluster-outlier'; export type AnomalyAction = | 'log' | 'alert' | 'quarantine' | 'recalibrate' | 'rollback-firmware' | 'human-review'; /** * A single telemetry reading from a Cognitum Seed device. */ export interface TelemetryReading { readingId: string; deviceId: string; fleetId: string; timestamp: Date; /** Embedding vector for similarity search. */ vector: number[]; /** Raw sensor metrics keyed by metric name. */ rawMetrics: Record<string, number>; /** Anomaly score, 0.0 (normal) - 1.0 (anomalous). */ anomalyScore: number; metadata: Record<string, unknown>; } /** * Result of anomaly detection on a telemetry reading. */ export interface AnomalyDetection { readingId: string; deviceId: string; /** Anomaly score, 0.0 - 1.0. */ score: number; type: AnomalyType; /** Detection confidence, 0.0 - 1.0. */ confidence: number; /** Identifier of the baseline pattern this was compared against. */ baselinePattern?: string; suggestedAction: AnomalyAction; metadata: Record<string, unknown>; }