alert-fatigue

The filter for your homelab's notifications: one inbox for all your services, the noise bundled, only what matters on your phone.

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LLM-powered, ATT&CK-grounded security log triage with RAG — turn an alert flood into a short list of explained, prioritized incidents.

Temporally leak-free, alert-budget evaluation harness for authentication anomaly detectors, with a LANL case study: per-campaign detection budgets, an exact random-ranking null for first detection, label-free unit baselines, fitting-seed variance and an Euler reproduction.

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

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

Open source Python CLI that shows which Wazuh alerts a proposed suppression would hide, offline, with a protected-alert guard. Independent project.

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

Change-only monitoring primitives for scheduled jobs and recorded agent runs

Self-hosted alert triage that never silently drops an alert. What needs you now pages you; what can wait arrives in a scheduled sitrep — grouped, summarised, nothing discarded. Ships with a local model, so nothing leaves your network.

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.

Discrete-event simulation of a two-tier SOC in R (simmer): analyst staffing vs. triage SLAs, alert overload and missed incidents, stress-tested and checked against M/G/c queueing theory.

Review enqueue only when a secret is validated. Candidates stay masked; never auto-disclose to Slack.

Open source Python CLI that shows which Wazuh alerts a proposed suppression would hide, offline, with a protected-alert guard. Independent project.

Drug–drug interaction alert prioritisation under clinician attention constraints. A pre-registered negative result: patient context lost to a simple severity rule by 59 percentage points at 11× the burden.

Measuring alert false-positive rates in a live Splunk SIEM lab — real brute-force attack data vs tuned detection thresholds