IoT_Analytics_Pipeline // Milestone 4 (Architecture Spec)
FUTURE FEATUREAutomated Data-Cleansing & Metrics Engine
The upcoming analytics pipeline is designed to ingest raw, unstructured JSON telemetry logs mounted from your TrueNAS storage share (`/mnt/ai-storage/`), processing historical device states and power metrics.
// Planned Stack
Python runtime utilizing Pandas and NumPy for high-performance data vectorization and anomaly detection.
// Target Output
Automated aggregation of room power consumption trends, active habit tracking, and structured reporting tables.