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Sentinel Den · Engineering blog · Jul 30, 2026

BehaviorGuard + PresenceKit: composing risk-engine input with NPU verification

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Wiring PresenceKit's PresenceMetrics stream into BehaviorGuard's hysteretic 4-band risk engine. The integration loop, the back-pressure design, the math.

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