论文提出按需加载Agent技能以节省提示词Token
Agents shouldn't pay rent for skills they rarely use.
Agents shouldn't pay rent for skills they rarely use.
智能体不应为很少使用的技能支付租金。
Right now, the only way to give an agent a skill is to install it, and installing means its description sits in your system prompt on every message forever.
目前，给智能体赋予技能的唯一方法是安装它，而安装意味着它的描述会永远存在于你的系统提示词中，伴随每一条消息。
This paper measures that standing cost at 50 to 280 tokens per skill.
这篇论文衡量出每个技能的固定成本为 50 到 280 个 token。
It also argues that fewer than a hundred skills can fire reliably in one agent.
它还认为，一个智能体中可靠触发的技能数量少于一百个。
There are 56,804 published skills bidding for those slots.
有 56,804 个已发布的技能在争夺这些名额。
So the proposed fix is reserve the prompt for the few skills that must fire without you thinking about it, and reach for everything else by name.
因此，提出的修复方案是将提示词空间保留给那些无需你思考就必须触发的少数技能，并通过名称调用其他所有技能。
– arxiv. org/abs/2608.12610
– arxiv.org/abs/2608.12610
Title: "@ skills: Attention is all you have"
标题："@ skills: Attention is all you have"
更进一步：量化金融体系
看懂新闻只是起点——沿量化金融路径，把它变成能交付的工程能力