Complete ACM (Automated Condition Monitoring) expertise system for predictive maintenance and equipment health monitoring. PROACTIVELY activate for: (1) ANY ACM pipeline task (batch runs, coldstart, forecasting), (2) SQL Server data management (historian tables, ACM output tables), (3) Observability stack (Loki logs, Tempo traces, Prometheus metrics, Pyroscope profiling), (4) Grafana dashboard development, (5) Detector tuning and fusion configuration, (6) Model lifecycle management, (7) Debugging pipeline issues. Provides: T-SQL patterns for ACM tables, batch runner usage, detector behavior, RUL forecasting, episode diagnostics, and production-ready pipeline patterns. Ensures professional-grade industrial monitoring following ACM v11.0.0 architecture.
Data & AI
