# 前沿模型变难懂？智能提升反伤用户体验

- 来源：dex (@dexhorthy)
- 发布时间：2026-08-12 12:57
- AIHOT 分数：50
- AIHOT 链接：https://aihot.virxact.com/items/cmspo16gx05plroje5edrpw96
- 原文链接：https://x.com/dexhorthy/status/2087403002965721395

## AI 摘要

HumanLayer 的 Dex Horthy 认为，模型智能提升反而让人类用户体验变差：数学问题可逐步优化，但“像人一样说话”存在漫长的最后一公里。引用推文指出，前沿模型日益晦涩的表述并非训练失误，而是更高智能的自然表现，实验室最终会通过“屈就人类水平”来消除这种困惑感。

## 正文

I think the real weird thing is we improved intelligence but somehow accidentally made human ux way worse. Possible that math problems are hill climb able but talking like a person has a pretty lengthy last mile

### 引用推文

> Flo Crivello：Everyone's interpreting the increasingly jargon-y ways of frontier models as a a fuckup in their training. Seems obvious to me that "confused" is just what it f...