· Declarative, CRD-driven automation of bare-metal networking, OS, and application software across clusters of Cerebras systems, servers, and switches, built to reconcile thousands of nodes
· Push-button cluster install, upgrade, and security patching with real downtime budgets, gated by canaries
· Kubernetes operators that schedule large inference workload: resource locks, priority queues, network topology, and health-aware placement
· gRPC control-plane services, authorization, admission webhooks, and quota policy for a multi-tenant fleet
· Metrics and log pipelines with purpose-built exporters for wafer-scale systems, servers (Redfish, IPMI), and network fabric (gNMI, sFlow), on Prometheus and Grafana, with SLOs and alerting
· Failure detection, HA control planes, and automated recovery, plus the CLIs, APIs, and MCP gateway that expose the fleet to users, operators, and AI agents