{"slug": "how-to-use-apple-s-fm-cli-to-run-on-device-llms-from-python", "title": "How to Use Apple's fm CLI to Run On-Device LLMs From Python", "summary": "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.", "body_md": "# How to Use Apple's fm CLI to Run On-Device LLMs From Python\n\nA 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.\n\n## Key Takeaways\n\n- •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.\n- •This story was reported by **Towards Data Science** , covering developments in the**newsletter** space.\n- •AI advancements continue to reshape industries — read the full article on Towards Data Science for complete coverage.\n\n📖 Continue reading the full article:\n\n[Read Full Article on Towards Data Science →](https://towardsdatascience.com/how-to-use-apples-fm-cli-to-run-on-device-llms-from-python/)", "url": "https://wpnews.pro/news/how-to-use-apple-s-fm-cli-to-run-on-device-llms-from-python", "canonical_source": "https://ainexusdaily.vercel.app/article/2026-11-11-how-to-use-apples-fm-cli-to-run-on-device-llms-from-python", "published_at": "2026-11-11 13:30:00+00:00", "updated_at": "2026-11-11 14:24:22.935767+00:00", "lang": "en", "topics": ["large-language-models", "ai-tools", "developer-tools", "ai-products"], "entities": ["Apple", "Towards Data Science", "fm CLI", "Python", "Malaysia"], "also_reported_by": [], "alternates": {"html": "https://wpnews.pro/news/how-to-use-apple-s-fm-cli-to-run-on-device-llms-from-python", "markdown": "https://wpnews.pro/news/how-to-use-apple-s-fm-cli-to-run-on-device-llms-from-python.md", "text": "https://wpnews.pro/news/how-to-use-apple-s-fm-cli-to-run-on-device-llms-from-python.txt", "jsonld": "https://wpnews.pro/news/how-to-use-apple-s-fm-cli-to-run-on-device-llms-from-python.jsonld"}}