The conflict in the Middle East is driving oil prices up in a midterm year when Americans are already focused on high energy bills.
If Transformer reasoning is organised into discrete circuits, it raises a series of fascinating questions. Are these circuits a necessary consequence of the architecture, and emerge from training at scale? Do different model families develop the same circuits in different layer positions, or do they develop fundamentally different architectures?
。关于这个话题，新收录的资料提供了深入分析
See test.cc for examples.
英特尔和 AMD 在移动端几乎没有消费级规模；高通虽然同样把 Snapdragon 芯片放进了数亿台 Android 手机，但它只是芯片供应商。Android 上的 AI 是谷歌 (Gemini) 以及各大手机厂商联合第三方 AI 实验室做的；Windows 的 AI (Copilot) 是微软做的。
For more complex instruction sets, an alternative approach that seems to have less constraints is to use font shapers. Some examples: