Problem: AI assistants often suffer from "context pollution" - discussions about engineering projects contaminate financial analysis, academic writing mixes with technical troubleshooting, etc.
You have field devices (BMS, inverter, thermostat, IO module, thermal pump) that expose valuable status and controls over MODBUS, but your automation stack cannot read them directly or consistently.
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