LLMs on Consumer Hardware — Part 2: Prefill and the Failure of the AI PC

The second entry in a build-log series on local LLMs: the two phases of inference, a controlled cross-machine benchmark, the disk cost of loading a model, and a comparison against a free-tier cloud model.

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