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Latent.Space(@latentspacepod)

[AINews] Loopcraft: The Art of Stacking Loops @RichardSSutton has his “Bitter Lesson” for models. W...

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[AINews] Loopcraft: The Art of Stacking Loops

@RichardSSutton has his “Bitter Lesson” for models. W...

TL;DR · AI 摘要

文章强调了在设计智能代理系统时,应避免直接干预,转而构建可扩展的系统架构。

核心要点

  • 设计智能代理系统时应避免直接干预,转而构建可扩展的系统架构。
  • 应关注基于目标的系统设计,而非单个代理的修复。
  • 代理系统应通过循环机制进行协作,而非依赖单一代理解决问题。

结构提纲

按章节快速跳转。

  1. 文章提出在设计智能代理系统时,应避免直接干预,转而构建可扩展的系统架构。

  2. Richard Sutton 提出模型设计应避免过度干预,转而关注系统层面的扩展性。

  3. 代理系统应通过目标驱动和循环机制进行协作,而非依赖单个代理解决问题。

  4. 文章建议通过设计可扩展的系统架构,提升代理系统的协作效率和可维护性。

思维导图

用一张图看清主题之间的关系。

查看大纲文本(无障碍 / 无 JS 友好)
  • Loopcraft: The Art of Stacking Loops
    • Bitter Lesson for Models
      • Avoid direct intervention in model design
      • Focus on system scalability
    • Salty Lesson for Agents
      • Avoid fixing problems individually
      • Design systems with goals and loops

金句 / Highlights

值得收藏与分享的关键句。

  • Don’t fix things yourself, as you have done historically. Instead focus on systems that scale with more agents, like goals and

    文章正文

    ⬇︎ 下载 PNG𝕏 分享到 X
  • Here’s your monthly reminder that you shouldn’t be prompting coding agents anymore. You should be designing loops that prompt your agents.

    Peter Steinberger 的评论

    ⬇︎ 下载 PNG𝕏 分享到 X
  • We now have the Salty Lesson for agents: Don’t fix things yourself, as you have done historically.

    文章正文

    ⬇︎ 下载 PNG𝕏 分享到 X
#AI#系统设计#代理#架构
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Latent.Space on X: "[AINews] Loopcraft: The Art of Stacking Loops @RichardSSutton has his “Bitter Lesson” for models. We now have the Salty Lesson for agents: Don’t fix things yourself, as you have done historically. Instead focus on systems that scale with more agents, like goals and https://t.co/dySJrboL5B" / X

Latent.Space

@latentspacepod

[AINews] Loopcraft: The Art of Stacking Loops

@

RichardSSutton

has his “Bitter Lesson” for models. We now have the Salty Lesson for agents: Don’t fix things yourself, as you have done historically. Instead focus on systems that scale with more agents, like goals and

today's op-ed:

latent.space/p/ainews-loopc…

Peter Steinberger 🦞

@steipete

Jun 7

Here’s your monthly reminder that you shouldn’t be prompting coding agents anymore. You should be designing loops that prompt your agents.

5:36 AM · Jun 12, 2026

53.5K

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