Lauren Tan 介绍 pstack 中约 10-20 行的精简技能,把工程实践蒸馏为核心原则,随模型变强预计多数技能会压缩成简短原则或工作流。其 `/poteto-mode` 内含原则索引,要求智能体在回复中点名影响决策的每条原则及被改变的具体选择,所以回复末尾常出现 Principles Named or Used 段落。
perhaps one of the most durable parts of pstack are its engineering principles: very concise skills (~10-20 loc) that distill down good practices into its core.
as models get smarter, i expect most of pstack skills to compress into short principles or workflows (a generic list of steps) and that i will be able to delete a few of them.
how it works is that /poteto-mode contains a short index of available principles and tells agents "In your reply, name each principle that shaped a decision and the specific choice it changed." this is why you'll often see a Principles Named or Used section at the end of the agent's response
many of these principles were extracted from my sessions correcting agents since the start of this year. some are inspired by problems i see people talk about, like Attack the Premise, inspired by @VictorTaelin's post https://x.com/VictorTaelin/status/2096273196412498057
you can also use the principles as skills if you want greater control, by invoking /principle-<name>
https://github.com/cursor/plugins/blob/main/pstack/docs/guide/08-principles.md
I'm a newcomer to @poteto's plist; But it seems to me that there is some very significant wisdom encoded in there. I suspect you could teach a master class on the principles.在 X 查看被引用的帖子
来源:lauren · x.com