Abstract The obvious way to put an AI agent on the on-call rotation is one large prompt that knows everything. We rejected it for a multi-agent architecture: around 18 specialized agents over a large cloud database, a router that classifies each incident to the right specialist, and a shared library of nearly 300 reusable skills. Diagnosis is automated but mitigation stays human-approved. more