Desktop app for DeepSeek Harness with a live energy/carbon console: measure local GPU inference, estimate cloud APIs via published coefficients, alert on waste

GPU energy per million output tokens by model, GPU and configuration, with grid carbon by country.

Home energy for AI assistants: live Power flow, Energy history, solar forecast, and device control.