ML-powered in-flight telemetry analyzer performing continuous, adaptive behavior-based analysis of high-cardinality telemetry to detect drift, anticipate failures, and surface real-time system dynamics without storing raw data. Integrates with existing observability platforms to deliver predictive, resilient operations for cloud-native, security, industrial, network, and AI engineering/ops teams.