Why an on-device LLM broke on half the Windows machines it ran on, and the one-line kind of fix that brought it back

On-device AI has a quiet promise: the model runs in your browser, your data never leaves your machine, and there is no server bill. In 2026 that promise got real. A 2 GB build of Gemma 4 now runs enti