# swyx提出"Loopcraft"概念：高效堆叠循环是关键

- 来源：swyx (@swyx)
- 发布时间：2026-06-12 13:37
- AIHOT 分数：66
- AIHOT 链接：https://aihot.virxact.com/items/cmqaifadr0lrkslldffycxcyd
- 原文链接：https://x.com/swyx/status/2065307558198567206

## AI 摘要

swyx 提出“Loopcraft”概念，认为下世纪核心在于高效堆叠循环。早期需掌握向下循环（出错时保障可靠性），模型改进后更需向上循环（放大杠杆）。引用 @latentspacepod 的“Salty Lesson”：智能体时代不应手动修复问题，而应构建随智能体数量扩展的系统（如目标和编排），这是 Richard Sutton“Bitter Lesson”在智能体领域的延伸。

## 正文

## On Loopcraft

One might argue the entire game of the next century is to be able to stack loops as effectively as possible.

In the early days of each phase， it will be valuable to know when to go **DOWN** a loop when things go wrong （for reliability）…

but it will probably be more valuable to know how to go **UP** a loop as models improve （for leverage）.

If you don't figure out how to do this， don't be salty when you lose to those that do.

### 引用推文

> Latent.Space：[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 your...