庞若鸣本科毕业于上海交通大学，并于2006年在普林斯顿大学拿下计算机科学博士学位。他的职业生涯同样亮眼。在谷歌深耕五年后，他于2021年成为苹果基础模型团队的领军人物，负责开发Apple Intelligence背后的核心系统。当时苹果在AI领域的进展相对缓慢，甚至不得不考虑引入Anthropic或OpenAI的模型来为Siri提供支持。这种对自身局限性的默许，反衬出庞若鸣在苹果内部突围行动中的关键价值。
Nature, Published online: 25 February 2026; doi:10.1038/d41586-025-04161-7
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It's also expensive and some environmental groups argue that emission reductions can be achieved at a lower cost, using more existing technology such as wind power, solar, and electric cars.
如今，顾客的需求已经发生了本质变化，产品逻辑也必须随之迭代。
To make my experiment more compelling, one should try to implement a Z80 and ZX Spectrum emulator without providing any documentation to the agent, and then compare the result of the implementation. I didn’t find the time to do it, but it could be quite informative.