STCLab built an AI investigation pipeline with HolmesGPT, a 200-line Python playbook, and OpenTelemetry. It streamed Mimir, Loki, and Tempo into Slack threads.
Metadata-driven markdown runbooks limited tools per namespace, cut wasted tool calls from 16 to 2, and let the same model resolve alerts faster.
