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Andrej Karpathy explained the 5 shifts that turned LLMs from chatbots into agentic systems: 00:00 - Memory turns chat into personal AI 6:41- Multimodal AI can read the world 16:58 - Thinking models solve harder tasks 24:51 - Search makes LLMs live 30:58 - Tools turn LLMs into workers...

37,456 次观看 • 2 个月前 •via X (Twitter)

19 条评论

纳米AI 的头像
纳米AI2 个月前

讲的真好,无剪辑、无字幕 就一个Excalidraw白板讲 看看国内的AI自媒体 都讲的什么垃圾玩意

vartekx 的头像
vartekx2 个月前

tools turning LLMs into actual workers is the one that changes everything

Morlex 的头像
Morlex2 个月前

That's right mate

Spivach 的头像
Spivach2 个月前

The most interesting lectures are only from him, simple and short

Morty 的头像
Morty2 个月前

one of the best lesson in internet about LLM

Morlex 的头像
Morlex2 个月前

Yeah. Argee with you. What about your best topic of this video ?

Movez 的头像
Movez2 个月前

Wow. Haven’t seen this Andrew lecture before. Thx for the share, Morlex. Will watch today, then read the article.

Morlex 的头像
Morlex2 个月前

Thanks broski, i hope it's video will be useful

Sahil 的头像
Sahil2 个月前

Context is key. Andrej's shifts make sense in hindsight.

Dima T. 的头像
Dima T.2 个月前

Not another prompt engineering video" — then proceeds to explain 5 things that are basically architecture-level prompt engineering. Fair, though, that's the level that actually matters now

ViiTor AI 的头像
ViiTor AI2 个月前

Such an insightful summary! Karpathy’s videos have incredibly high information density, and localizing this content is no easy task. Followed, and looking forward to more of your edge notes on AI Agents!

SoSo004 的头像
SoSo0042 个月前

You should check out this Chrome extension called LingTube. It does voice translation and bilingual subtitles for YouTube, TikTok, Bilibili videos and more. Especially great for learning from tutorials, it's honestly saved me so much time 😊

Adel Bucetta 的头像
Adel Bucetta2 个月前

the real unlock is collapsing the time between idea and shipped product, but agentic systems are also forcing us to rethink what 'personal ai' even means in this context. memory isn't just a storage device anymore.

Nekt0 的头像
Nekt02 个月前

That seems like a fair take

Bounce 的头像
Bounce2 个月前

karpathy's 5 shifts framework is genuinely the map

Fadi Al-Majd 的头像
Fadi Al-Majd2 个月前

Five shifts to agentic AI. Egypt still can't keep the lights on in a lab though. UAE figured this out early. I want us building these locally, not importing them.

Karol Zdebel 的头像
Karol Zdebel2 个月前

memory is the one that quietly breaks things. once an agent remembers, a wrong fact from three sessions back poisons everything after and you can't trace where it came from. search and tools you can log, stale memory you can't.

Harry Tandy 的头像
Harry Tandy2 个月前

karpathy breaks this down so perfectly every single time

State of The Art™ - AI / AGI (e/acc) 的头像
State of The Art™ - AI / AGI (e/acc)2 个月前

Five shifts shaping LLMs today

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