--- title: "Running LLMs on your iPhone: 40 tok/s Gemma 4 with MLX — Adrien Grondin, Locally AI" source_name: "AI Engineer" original_url: "https://www.youtube.com/watch?v=a2muGkT4WD4" canonical_url: "https://www.traeai.com/articles/9d5dde09-e732-4271-9335-7dfd43d53568" content_type: "video" language: "英文" score: 9 tags: ["LLM","移动端","MLX"] published_at: "2026-04-20T21:53:25+00:00" created_at: "2026-04-22T09:53:34.680816+00:00" --- # Running LLMs on your iPhone: 40 tok/s Gemma 4 with MLX — Adrien Grondin, Locally AI Canonical URL: https://www.traeai.com/articles/9d5dde09-e732-4271-9335-7dfd43d53568 Original source: https://www.youtube.com/watch?v=a2muGkT4WD4 ## Summary Adrien Grondin 展示了如何利用 MLX 在 iPhone 上高效运行 LLM 模型。 ## Key Takeaways - 实现了 40 tokens/s 的高性能推理速度。 - 详细介绍了 MLX 框架的技术优势与实现细节。 - 为移动端 AI 应用开发提供了新思路。 ## Content Title: Running LLMs on your iPhone: 40 tok/s Gemma 4 with MLX — Adrien Grondin, Locally AI URL Source: http://www.youtube.com/watch?v=a2muGkT4WD4 Markdown Content: # Running LLMs on your iPhone: 40 tok/s Gemma 4 with MLX —Adrien Grondin, Locally AI - YouTube Back [![Image 1](http://www.youtube.com/watch?v=a2muGkT4WD4)](http://www.youtube.com/ "YouTube Home") Skip navigation Search Search with your voice [](http://www.youtube.com/watch?v=a2muGkT4WD4) [Sign in](https://accounts.google.com/ServiceLogin?service=youtube&uilel=3&passive=true&continue=https%3A%2F%2Fwww.youtube.com%2Fsignin%3Faction_handle_signin%3Dtrue%26app%3Ddesktop%26hl%3Den%26next%3Dhttps%253A%252F%252Fwww.youtube.com%252Fwatch%253Fv%253Da2muGkT4WD4&hl=en&ec=65620) [![Image 2](http://www.youtube.com/watch?v=a2muGkT4WD4)](http://www.youtube.com/ "YouTube Home") [](http://www.youtube.com/watch?v=a2muGkT4WD4) [](http://www.youtube.com/watch?v=a2muGkT4WD4) [](http://www.youtube.com/watch?v=a2muGkT4WD4) [](http://www.youtube.com/watch?v=a2muGkT4WD4) [Running LLMs on your iPhone: 40 tok/s Gemma 4 with MLX —Adrien Grondin, Locally AI](http://www.youtube.com/watch?v=a2muGkT4WD4) [](http://www.youtube.com/watch?v=a2muGkT4WD4) Tap to unmute 2x [![Image 3](http://www.youtube.com/watch?v=a2muGkT4WD4)](http://www.youtube.com/watch?v=a2muGkT4WD4) ## Running LLMs on your iPhone: 40 tok/s Gemma 4 with MLX —Adrien Grondin, Locally AI AI Engineer 4,211 views 1 day ago [](http://www.youtube.com/watch?v=a2muGkT4WD4) Search Copy link Info Shopping ![Image 4](http://www.youtube.com/watch?v=a2muGkT4WD4) [![Image 5](http://www.youtube.com/watch?v=a2muGkT4WD4)](http://www.youtube.com/watch?v=a2muGkT4WD4) If playback doesn't begin shortly, try restarting your device. • You're signed out Videos you watch may be added to the TV's watch history and influence TV recommendations. 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[Learn more](https://support.google.com/youtube/answer/3037019#zippy=%2Ccheck-that-youre-signed-into-youtube) [Sign in](https://accounts.google.com/ServiceLogin?service=youtube&uilel=3&passive=true&continue=https%3A%2F%2Fwww.youtube.com%2Fsignin%3Faction_handle_signin%3Dtrue%26app%3Ddesktop%26hl%3Den%26next%3D%252Fwatch%253Fv%253Da2muGkT4WD4&hl=en) # Running LLMs on your iPhone: 40 tok/s Gemma 4 with MLX —Adrien Grondin, Locally AI [![Image 7](https://yt3.ggpht.com/ajVemEB89DAOemsbfuMY6ZOWXJAACx3cbty9z21jeqRKODaVkDBSRun1b1xfQJljEsziOWS_Mg=s48-c-k-c0x00ffffff-no-rj)](http://www.youtube.com/@aiDotEngineer) [AI Engineer](http://www.youtube.com/@aiDotEngineer) AI Engineer 411K subscribers Subscribe Subscribed 110 Share Save Download Download 4.2K views 1 day ago 4,211 views • Apr 20, 2026 See more: [https://x.com/adrgrondin/status/20405...](https://www.youtube.com/redirect?event=video_description&redir_token=QUFFLUhqbUtMcmFEdHRNRGFwMnJCYlB1R2pPbGJrdWZHZ3xBQ3Jtc0trakwxa0VUb0wwdFdQelctcXozcE5DemlyVzJrMUE5VWdtVUR5ZXhxRE1VUnVCZ0hsMWMyUTR2NDVHTEloVmxXUm5TVFo0V094TUc2aDlHZmlhLWI5a3ZJZ0hHT2RVbUtXNnBnc3A0UU8yZmxWQTZZdw&q=https%3A%2F%2Fx.com%2Fadrgrondin%2Fstatus%2F2040512861953270226&v=a2muGkT4WD4) Speaker info:…...more ...more How this was made Auto-dubbed Audio tracks for some languages were automatically generated. [Learn more](http://support.google.com/youtube/answer/15569972?hl=en) Transcript Follow along using the transcript. Show transcript [![Image 8](http://www.youtube.com/watch?v=a2muGkT4WD4) ### AI Engineer 411K subscribers](http://www.youtube.com/@aiDotEngineer) [Videos](http://www.youtube.com/channel/UCLKPca3kwwd-B59HNr-_lvA/videos)[About](http://www.youtube.com/channel/UCLKPca3kwwd-B59HNr-_lvA/about) Show less [](http://www.youtube.com/watch?v=a2muGkT4WD4) # Running LLMs on your iPhone: 40 tok/s Gemma 4 with MLX —Adrien Grondin, Locally AI 4,211 views 4.2K views Apr 20, 2026 110 Share Save Download Download ## 3 Comments Sort comments Sort by [Top Show featured comments](http://www.youtube.com/watch?v=a2muGkT4WD4)[Newest Show recent comments, including potential spam](http://www.youtube.com/watch?v=a2muGkT4WD4) ![Image 9: Default profile photo](https://yt3.ggpht.com/a/default-user=s48-c-k-c0x00ffffff-no-rj) Add a comment... ![Image 10](https://yt3.ggpht.com/ytc/AIdro_lTDz31LJ3YSHTD4uNomcFOANmuYVaLUwzPbNB_t11aWw=s88-c-k-c0x00ffffff-no-rj) ### [@rayr268](http://www.youtube.com/@rayr268) [13 hours ago](http://www.youtube.com/watch?v=a2muGkT4WD4&lc=UgxUWbp7Cz0wYMJw3oR4AaABAg&pp=0gcJCSIANpG00pGi) This gives me so many ideas. Already have a good project in mind. Show less Read more Like 1 Dislike Reply ![Image 11](https://yt3.ggpht.com/ytc/AIdro_kdrK5ZJyRu_28jxq_2Dy1vFGy3ynzMrJiXmaiNB4bsPl4=s88-c-k-c0x00ffffff-no-rj) ### [@cedricmanouan2333](http://www.youtube.com/@cedricmanouan2333) [1 day ago](http://www.youtube.com/watch?v=a2muGkT4WD4&lc=UgxVtBQSqCn4CM2482Z4AaABAg) Insightful presentation!!! Show less Read more Like Dislike Reply ![Image 12](https://yt3.ggpht.com/JSmFz774M1I9ql0WeUO1r1pTY-kqJ4SZjEMIXQHJC74AdGcyQDIseuRsKlDmsnAsibZtXuxA3tw=s88-c-k-c0x00ffffff-no-rj) ### [@jam_daniels](http://www.youtube.com/@jam_daniels) [1 day ago](http://www.youtube.com/watch?v=a2muGkT4WD4&lc=Ugxc5J8qCIZZHA10i8p4AaABAg) great app! Show less Read more Like Dislike Reply Top is selected, so you'll see featured comments ## Comments 3 [Top Show featured comments](http://www.youtube.com/watch?v=a2muGkT4WD4)[Newest Show recent comments, including potential spam](http://www.youtube.com/watch?v=a2muGkT4WD4) ## In this video Transcript ## Description Running LLMs on your iPhone: 40 tok/s Gemma 4 with MLX —Adrien Grondin, Locally AI 110 Likes 4,211 Views Apr 20 2026 See more: [https://x.com/adrgrondin/status/20405...](https://www.youtube.com/redirect?event=video_description&redir_token=QUFFLUhqbklwdDdYMEl5WEVLWTRoSk1LSUhhMWVtaHR6Z3xBQ3Jtc0tsT1g3aEtKY3FQX0dxR001cWxVck9oU1VkTkR4akpSbVRVQnA1ZTRXZVpNS3dGY0ZCUFBkYUpGZG9idjh4VFJsbmlRNXlWUUYtb3RpR1pxUFAwY3hsbksyTElIV1NrcWRBUk4tVkJkb3luazk0TmpKOA&q=https%3A%2F%2Fx.com%2Fadrgrondin%2Fstatus%2F2040512861953270226&v=a2muGkT4WD4) Speaker info: * [https://x.com/adrgrondin](https://www.youtube.com/redirect?event=video_description&redir_token=QUFFLUhqa2JSaUhqMWJPVGFNYm9pa21WelNRbkhISjlZZ3xBQ3Jtc0tsekQwUFp1LVYtemwzT3FmaHQ5cXVXR0F0aVJnT2RwMEExRVIwZWUzRTlWdnFrVTJVX09VN3FmTW1ydloyQzRGM2dHWV81QTJCVXNWbEpPTUVBQW9uYm94LXRCRjRtQ2dmQTJ2ZlE4d25JUHh6anotbw&q=https%3A%2F%2Fx.com%2Fadrgrondin&v=a2muGkT4WD4) …...more ...more Show less How this was made Auto-dubbed Audio tracks for some languages were automatically generated. [Learn more](http://support.google.com/youtube/answer/15569972?hl=en) Transcript Follow along using the transcript. Show transcript [![Image 13](http://www.youtube.com/watch?v=a2muGkT4WD4) ### AI Engineer 411K subscribers](http://www.youtube.com/@aiDotEngineer) [Videos](http://www.youtube.com/channel/UCLKPca3kwwd-B59HNr-_lvA/videos)[About](http://www.youtube.com/channel/UCLKPca3kwwd-B59HNr-_lvA/about) ## Transcript NaN / NaN [![Image 14](https://i.ytimg.com/vi/_gVFUEdhCyI/hqdefault.jpg?sqp=-oaymwEmCKgBEF5IWvKriqkDGQgBFQAAiEIYAdgBAeIBCggYEAIYBjgBQAE=&rs=AOn4CLA0bn-DqEUWETYyNm9kpzBkR9Hu0g) 15:26](http://www.youtube.com/watch?v=_gVFUEdhCyI&pp=ugUEEgJlbg%3D%3D) ![Image 15](http://www.youtube.com/watch?v=a2muGkT4WD4) ### [Gemma, DeepMind's Family of Open Models —Omar Sanseviero, Google DeepMind](http://www.youtube.com/watch?v=_gVFUEdhCyI&pp=ugUEEgJlbg%3D%3D) AI Engineer 15K 1d ago New [![Image 16](https://i.ytimg.com/vi/am_oeAoUhew/hqdefault.jpg?sqp=-oaymwEmCKgBEF5IWvKriqkDGQgBFQAAiEIYAdgBAeIBCggYEAIYBjgBQAE=&rs=AOn4CLATNKoLQ7T7Es0kqJ1QGNbNaiMRNw) 46:21](http://www.youtube.com/watch?v=am_oeAoUhew&pp=ugUEEgJlbg%3D%3D) ![Image 17](http://www.youtube.com/watch?v=a2muGkT4WD4) ### [Harness Engineering: How to Build Software When Humans Steer, Agents Execute —Ryan Lopopolo, OpenAI](http://www.youtube.com/watch?v=am_oeAoUhew&pp=ugUEEgJlbg%3D%3D) AI Engineer 49K 5d ago New [![Image 18](https://i.ytimg.com/vi/yJr_kTCOkFo/hqdefault.jpg?sqp=-oaymwEmCKgBEF5IWvKriqkDGQgBFQAAiEIYAdgBAeIBCggYEAIYBjgBQAE=&rs=AOn4CLBfyFLyPe1BRXPIfDxT7PK6VRTDcw) 21:50](http://www.youtube.com/watch?v=yJr_kTCOkFo&pp=ugUEEgJlbg%3D%3D) ![Image 19](http://www.youtube.com/watch?v=a2muGkT4WD4) ### [Master Gemma 4 in 20 Minutes](http://www.youtube.com/watch?v=yJr_kTCOkFo&pp=ugUEEgJlbg%3D%3D) Ali H. 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