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

Towards Data Science published a tutorial on using Apple's fm CLI to run on-device large language models from Python, illustrating the workflow with a Sate Padang vision test and a question about Malaysia's capital. The tutorial concludes that Apple's free, private on-device model requires grounding and validation before it moves beyond prototyping.

read1 min views1 publishedNov 11, 2026
How to Use Apple's fm CLI to Run On-Device LLMs From Python
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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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  • •Latest on How to Use Apple's fm CLI to Run On-Device LLMs From Python — reported by Towards Data Science for the newsletter space.
  • •This story was reported by Towards Data Science , covering developments in thenewsletter space.
  • •AI advancements continue to reshape industries — read the full article on Towards Data Science for complete coverage.

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source & further reading
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