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Validation gates are themselves signal sources — and a gate with a high false-alarm rate becomes a noise source that trains you to ignore it. Aviation and intensive care call the result alarm fatigue, and it kills. A self-healing filter network therefore needs a meta-gate: every gate's alarms get logged, its false-positive rate reviewed, and chronic criers retuned or removed. The system must audit not just its contents but its own filters.