3 Matching Annotations
  1. Last 7 days
    1. no single architecture dominates; rather, effectiveness depends on aligning the memory structure with the specific workload bottleneck

      对智能体记忆系统的批判性审视。当前业界没有一刀切的完美架构,记忆模块的设计必须与具体的任务瓶颈相匹配。这打破了“通用记忆系统”的幻想,提示我们在构建 Agent 时需要针对局部维护成本和任务特征进行定制化设计。

  2. Apr 2026
    1. each new engineer arrives with no memory of what happened on the previous shift

      这个比喻极其精准地揭示了长周期Agent的核心困境。上下文窗口的限制使得Agent如同失忆的轮班工程师。因此,设计Agent系统的本质,就是设计一套高效的“交接班”机制,让隐性的经验显性化。

  3. Sep 2022
    1. Right? You said... No, no, bullshit. Let's write it all down and we can go check it. Let's not argue about what was said. We've got this thing called writing. And once we do that, that means we can make an argument out of a much larger body of evidence than you can ever do in an oral society. It starts killing off stories, because stories don't refer back that much. And so anyway, a key book for people who are wary of McLuhan, to understand this, or one of the key books is by Elizabeth Eisenstein. It's a mighty tome. It's a two volume tome, called the "Printing Press as an Agent of Change." And this is kind of the way to think about it as a kind of catalyst. Because it happened. The printing press did not make the Renaissance happen. The Renaissance was already starting to happen, but it was a huge accelerant for what had already started happening and what Kenneth Clark called Big Thaw.

      !- for : difference between oral and written tradition - writing is an external memory, much larger than the small one humans are endowed with. Hence, it allowed for orders of magnitude more reasoning.