Design Predictive Maintenance Architecture

planningChallengeDecember 5, 2025

Prompt Content

Outline the architecture for an AI-driven predictive maintenance system for SRM components. Detail how telemetry data will be ingested and processed, how a digital twin will maintain component state, and where RUL prediction and anomaly detection models fit. Plan the integration points for Semantic Kernel to orchestrate workflows and how StarCoder 2 will assist in development.

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