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3 articles
01
writing·Jun 21, 2026·2 min read

Self-Healing IT: How Predictive AIOps Moved From Alerting You to Fixing It

AIOps used to stop at a smarter alarm. The technical chain from ingestion to anomaly detection to autonomous remediation, and the boundary discipline that makes self-healing safe.

02
writing·Jun 19, 2026·2 min read

Adaptive Thresholds Beat Static Alerts: The Quiet ML Win Most IT Teams Ignore

Most of your alerts are noise because the threshold is static. How learned baselines and anomaly detection cut the noise, and the tuning period that is the honest catch.

03
cert prep·Jun 10, 2026·19 min read

CIS-EM study guide: pass the Event Management specialist exam

Everything the CIS-EM exam actually tests: the event pipeline, message key deduplication, CI binding, alert correlation, and service health, with a six week plan and PDI labs.

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