Data Layer: Integrated smart meter data, weather APIs, and occupancy signals.
AI Layer: Used TSFMs as the backbone, fine-tuned with building-specific data.
Agentic Layer: Built autonomous agents that forecast, detect anomalies, and recommend optimized schedules.
User Layer: Designed a mobile/web dashboard for real-time monitoring, alerts, and bill forecasting.
Integration: Leveraged n8n workflows for notifications and automations (e.g., turning off idle appliances).
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