# How to Use Apple's fm CLI to Run On-Device LLMs From Python

> Source: <https://ainexusdaily.vercel.app/article/2026-11-11-how-to-use-apples-fm-cli-to-run-on-device-llms-from-python>
> Published: 2026-11-11 13:30:00+00:00

# How to Use Apple's fm CLI to Run On-Device LLMs From Python

A Sate Padang vision test and a Malaysia capital question show why the free, private model needs grounding and validation before it leaves prototyping. The post How to Use Apple's fm CLI to Run On-Device LLMs From Python appeared first on Towards Data Science.

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