# 智能体与LLM仍"笨拙"，理解不可外包

- 来源：Yuchen Jin (@Yuchenj_UW)
- 发布时间：2026-07-22 01:09
- AIHOT 分数：52
- AIHOT 链接：https://aihot.virxact.com/items/cmrux8p0g003jbinvk7llaxso
- 原文链接：https://x.com/Yuchenj_UW/status/2079614843116749130

## AI 摘要

智能体和大语言模型在很多方面仍然“笨拙”。

一个深刻理解计算机系统的10倍效率工程师，可以轻松胜过拥有全世界最好模型但缺乏真正理解的1000倍效率的人。

“你可以外包思考，但无法外包理解。”

## 正文

Agents and LLMs are still "dumb" in many ways.

A 10x engineer who deeply understands computer systems， can easily outperform someone 1000x who has the best model in the world but no real understanding.

"You can outsource thinking. But you cannot outsource understanding."