zabbix guide на русском.

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

Active research, in progress - literature synthesis + framework on how alert fatigue and clinician AI adoption trade off, and what deployment strategy can do about it

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

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

Axiometica AIR is an autonomous IT operations platform that detects, investigates, and resolves incidents in real-time. Using AI agents, deep infrastructure visibility, and human-in-the-loop controls, it reduces MTTR from hours to minutes while maintaining operator oversight and governance.

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.