Capacity-Constrained ROC gate: a deployment feasibility check that couples ROC operating points to human review capacity, with optional δ-level Poisson overload control.

Deep Learning for ECG Arrhythmia Detection & Cardiac Event Prediction — 12-lead ECG classification with false alarm reduction for cardiac monitoring

Tool to reduce alert fatigue and noise in SOC environments by filtering false positives.

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AI-Native Notification Engine built with FastAPI that intelligently prioritizes, delays, or suppresses notifications using deduplication, alert fatigue control, dynamic rule configuration, AI scoring, and full decision traceability.