傅盛谈大模型与 AI Agent 的区别：智商、记忆、技能与生物钟

Title: Fu Sheng on the Difference Between LLMs and AI Agents: IQ...

URL Source: https://www.bestblogs.dev/status/2031384834107494657

Published Time: 2026-03-10 15:01:00

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Fu Sheng on the Difference Between LLMs and AI Agents: IQ, Memory, Skills, and the 'Biological Clock' =====================================================================================================

Fu Sheng on the Difference Between LLMs and AI Agents: IQ, Memory, Skills, and the 'Biological Clock' =====================================================================================================  ### 傅盛

@FuSheng_0306

龙虾之所以和GPT本质不同，是因为它有四样东西：智商、记忆、技能、生物钟。

大模型只有智商——问啥都能答，但转头就忘，像个普林斯顿毕业的阿尔兹海默患者。龙虾多出来的三样，让它真正变成了一个干活的员工：记忆让它不忘事，技能让它越干越熟，生物钟让它不用你盯着也能按时工作。你把一台电脑交给它，那台电脑就归它了。

这条视频一分钟说清楚这四件事。

!Image 3: 视频缩略图

01:37

Mar 10, 2026, 3:01 PM View on X

2 Replies

5 Retweets

9 Likes

1,505 Views  傅盛 @FuSheng_0306

One Sentence Summary

By comparing 'Lobster' to GPT, Fu Sheng explains that AI Agents equipped with memory, skills, and autonomous scheduling are the true drivers of productivity.

Summary

In this video, Fu Sheng points out that while current Large Language Models (LLMs) like GPT possess high intelligence, they lack persistent memory, likening them to 'Princeton graduates with Alzheimer's.' He proposes four core pillars for building efficient AI Agents (using his 'Lobster' product as an example): IQ, Memory, Skills, and a Biological Clock. In this framework, Memory ensures task continuity, Skills improve proficiency over time, and the Biological Clock enables autonomous operation. This perspective emphasizes the necessity of evolving from simple conversational models toward AI employees with real execution capabilities.

AI Score

82

Influence Score 7

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Chinese

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AI Agent

LLM

Fu Sheng

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Fu Sheng on the Difference Between LLMs and AI Agents: IQ... ===============