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Jerk Matters: Teaching Reinforcement Learning Some Mechanical Manners

A thermostat can be annoying in a very ordinary way. It does not need to fail dramatically. It only needs to keep switching equipment on and off, chasing tiny temperature deviations as if every small fluctuation were a crisis. The room stays mostly comfortable. The dashboard may even show acceptable performance. But behind the polite control signal, compressors cycle, dampers move, energy bills creep upward, and maintenance teams inherit the consequences. ...

January 6, 2026 · 14 min · Zelina
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When Your House Talks Back: Teaching Buildings to Think About Energy

A high electricity bill arrives. You ask your smart-home assistant what happened. It checks the meter data, explains that the electric-vehicle charger ran during peak-rate hours, and recommends a cheaper schedule. Useful. Then you ask how much the new schedule will save next month. The assistant retrieves the tariff, forecasts consumption, applies export credits from the solar panels, and confidently reports a number. ...

January 1, 2026 · 15 min · Zelina