
The perception that running advanced artificial intelligence models on consumer-grade hardware is effectively free once the initial purchase is made has been challenged by recent data regarding energy consumption on Apple Silicon devices. While users certainly bypass the per-token subscription fees or API costs associated with commercial cloud providers, every inference request triggers a measurable draw of electricity from the










