Latest articles, insights, and updates from the Castrel team.

Castrel AI does not wait for incident alerts. It correlates historical trends, SLOs, metrics, logs, and traces to calculate a risk window, identify the abnormal path increasing resource pressure, and verify closure with a post-remediation inspection.

See how Castrel generates visual SLO dashboards with charts and rules, then uses service objectives alongside alerts, traces, logs, and infrastructure signals to assess application health.

How we built a specialized SRE Agent to monitor and maintain AI agents like OpenClaw, addressing silent failures, cascading errors, and the unique operational challenges of AI-powered tools.

This article introduces the core design philosophy of Castrel's incident troubleshooting Agent, including hypothesis-driven investigation, human-AI collaboration, and business knowledge accumulation.