正在加载视频...
视频加载失败
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... show more
37,456 次观看 • 2 个月前 •via X (Twitter)
19 条评论

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

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

That's right mate

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

one of the best lesson in internet about LLM

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

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

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

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

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

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!

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 😊

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.

That seems like a fair take

karpathy's 5 shifts framework is genuinely the map

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.

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.

karpathy breaks this down so perfectly every single time

Five shifts shaping LLMs today
