Research questionHow can zero-shot building IoT forecasting adapt covariates to each building’s physical topology?Building sensors are physically coupled and influenced by operational context, but forecasting systems often treat them as isolated series or use the same covariates everywhere. This makes it difficult to transfer forecasts reliably when buildings have different layouts, systems, and sensor relationships.