过去一年中，“豆包手机”的推出，以及2026年年初爆火的“OpenClaw”，让我们看到了助手型智能体的一些早期探索，令人振奋。前者代表了设备级智能体的尝试：它将智能体能力深度嵌入操作系统，通过模拟人类操作以调取各类App，为用户完成任务。后者则是一种始终在线的解决方案，能够主动观察与执行任务，并通过本地部署获取丰富的个性化数据和软件控制权，初步体现了个人助手型Agent的一些核心特征。
The experiment methodology left me dubious about the kind of point they wanted to make. Why not provide the agent with the ISA documentation? Why Rust? Writing a C compiler is exactly a giant graph manipulation exercise: the kind of program that is harder to write in Rust. Also, in a clean room experiment, the agent should have access to all the information about well established computer science progresses related to optimizing compilers: there are a number of papers that could be easily synthesized in a number of markdown files. SSA, register allocation, instructions selection and scheduling. Those things needed to be researched *first*, as a prerequisite, and the implementation would still be “clean room”.，详情可参考爱思助手下载最新版本
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I searched for benign explanations. Could it be that milk is simply too heavy, and that by including the weight of the water content that boils off I am tilting the simplex too far in its direction? Could it be that by excluding slices of bread as ingredients since they aren’t raw flour and do not go in a mixing bowl, I have excluded breakfasts like french toast, eggs in a basket, breakfast burritos, and breakfast sandwiches that might yet have saved us? Could I have overlooked some arcane culture that breaks their fast with dumplings or egg noodles? None of these satisfied me. The Abyss stared back.
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