Ivy Murage

Beyond Gut Feel: An Empirical Foundation for AI-Assisted Observability Design

Modern software systems rely on observability infrastructure (metrics, logs, and traces) to detect failures and maintain reliability. In practice, key observability decisions are made through untested defaults: static alerting thresholds, keyword-based log-level selection, and monitoring feature sets chosen by conventi...