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我在《把离线AI智能体装进口袋里》（The Dawn of Offline AI Agents in Your Pocket）一文中对此进行了详细阐述。但文章中的示例更像是Demo，而非生产解决方案。像 Gemma 3n 这样的模型虽然能够很好地处理函数调用，但它们体积过大：无法集成到应用程序包中，需要单独下载，即使在旗舰机型上推理速度也很慢。在低端设备上，它们根本无法运行。而较小的型号则经常出现故障，难以记住工具。
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Any tech nerd knows the unspoken contract that comes with being the only tech-literate person in the family. You get texts when someone’s laptop is slow, called over during the holidays to fix the router, and consulted every eighteen months when someone needs a new phone or computer. For years, the laptop question had a clean, confident answer: a Windows machine. Cheap entry points, massive software compatibility, games that actually run, no walled gardens, no ecosystem hostage situations, and enough flexibility that even a non-technical person could figure out the basics without feeling like they’d violated a terms of service agreement. But the last time someone asked me what laptop to get, I paused. For a good minute I asked myself, should I even recommend Windows anymore?