# 人类I/O成本高，批量提问加速对齐

- 来源：swyx (@swyx)
- 发布时间：2026-08-14 09:22
- AIHOT 分数：65
- AIHOT 链接：https://aihot.virxact.com/items/cmssal6ps01k3rod0dakw17yr
- 原文链接：https://x.com/swyx/status/2088073777779515615

## AI 摘要

人类输入/输出成本高昂，因此在听了 @mattpocockuk 和 @trq212 的建议后，我做了一个 /align-me 修改，支持批量提问而非逐轮问答。这与推测解码的思路一致——通过提前预判 2-10 步来加速。

对设计探索类工作效果极佳。

## 正文

human i/o is costly, so after listening to @mattpocockuk and @trq212 i made an /align-me modification which allows for batches of questions instead of round-by-round. same intuition as spec decoding, you speed up by looking ahead 2-10 steps

works INCREDIBLY for design explorations

### 引用推文

> Theo - t3.gg：Gotta say that Matt's "grill-me" skill is exceptional and helps a ton with getting agents aligned with my brain