This approach can be constructed in many variants. For example, with some simple tweaks, can build credentials that only permit the User to employ the credential a limited number of times in any given time period: for example, at most 100 times per day.4 This requires us to simply change the inputs to the PRF function, so that they include a time period (for example, the date) as well as a counter. These techniques are described in a great paper whose title I’ve stolen for this section.
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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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