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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Google has launched its new image generation model, the Nano Banana 2, which is powered by Gemini 3.1 Flash Image. The company says the new model has the capabilities, world knowledge and reasoning of Nano Banana Pro, but it can accomplish tasks at “lightning-fast speed.” That enables rapid editing and the quick creation of various iterations using a single prompt.
总结回望2025年的育儿时光，只能说感慨万千。都说「不养儿，不知父母恩」，其实自己生了孩子到现在才觉得，「养」比「生」难的多。，更多细节参见safew官方版本下载
Transplant surgeon and joint team leader Isabel Quiroga said she was "delighted" by Hugo's birth and called it a breakthrough for organ transplantation in the UK.