Predicting Infrastructure Outages with Variational Autoencoders & Reconstruction Error

Jutt AI Engineering Lab

Principal Systems & AI Security Architect

September 2026 Jutt Cyber Tech™

Detailed Engineering Index

1. The Failure of Static Alerting Thresholds 2. Anomaly Detection via Latent Reconstruction Loss 3. Live Prometheus Telemetry Ingestion Architecture 4. Python Anomaly Scorer & Alert Trigger

Static alerts (e.g. CPU > 85%) produce endless alert fatigue. By training an unsupervised Variational Autoencoder on multivariate server metrics, we calculate Mahalanobis distance over latent reconstruction vectors, catching systemic degradation hours before downtime occurs.

Domain: #DEVOPS&TELEMETRY #JuttCyberTech #AIInfrastructure

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