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The combined pipeline balances thorough cleaning with a lightweight rapid QC to enable near-real-time anomaly detection. The 5-minute QC is tuned for speed: it sacrifices some sensitivity for timeliness, but achieves high precision, reducing false alarms. For use cases needing higher recall, extend window or add heavier models (e.g., ML-based anomaly detectors).

Limitations: