Nightwatch Deploys Read-Only AI SRE Layer Across Monitoring Stacks

Nightwatch ingests non-OK alerts from Checkmk, Prometheus, Kubernetes, AWS and Grafana then normalizes and clusters them into single incidents per outage with cross-tool confirmation (https://github.com/ninoxAI/nightwatch). The tool applies frequency, ack-rate and flapping metrics to produce 0-1 noise scores before a ReAct-style LLM agent executes read-only queries to form root-cause hypotheses. All proposed fixes remain copy-paste artifacts ranked by risk; no commands execute and no write-back occurs to any connected system. The architecture mirrors read-only patterns in prior observability research such as Google's Dapper tracing system and Datadog Watchdog anomaly correlation while adding explicit human gating absent from early auto-remediation pilots.