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A large portion of animal intelligence doesn't require any learning, claims Andrej Karpathy: it's baked into DNA. AI models, by contrast, start from random weights. They have to learn their intelligence, mostly by imitating the internet. This is so different that Andrej thinks it's a fundamentally different kind of...

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Dwarkesh Patel

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81,621 görüntüleme • 27 gün önce •via X (Twitter)

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Andrej Karpathy says AI is the new electricity. > CAPEX for training models like building power plants. > OPEX for serving intelligence through APIs like grid distribution. > Metered access by tokens like your electric bill. "When LLMs go down, it's like an intelligence brownout in the world. The planet just gets dumber."
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Andrej Karpathy says AI is the new electricity. > CAPEX for training models like building power plants. > OPEX for serving intelligence through APIs like grid distribution. > Metered access by tokens like your electric bill. "When LLMs go down, it's like an intelligence brownout in the world. The planet just gets dumber."

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Andrej Karpathy beautifully explains the fundamental difference of learning between a human and an LLM. > “The book I’m reading is a set of prompts for me to do synthetic data generation. It's by manipulating that information that you actually gain that knowledge. We have no equivalent of that with LLMs; they don't really do that.” many of the best minds in this field think LLMs are not really learning anything, and therefore are incapable of surpassing human-level intelligence.
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Andrej Karpathy beautifully explains the fundamental difference of learning between a human and an LLM. > “The book I’m reading is a set of prompts for me to do synthetic data generation. It's by manipulating that information that you actually gain that knowledge. We have no equivalent of that with LLMs; they don't really do that.” many of the best minds in this field think LLMs are not really learning anything, and therefore are incapable of surpassing human-level intelligence.

ℏεsam

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Lots of people think it's obvious that humans learn by imitation, starting with babies imitating their parents. Richard Sutton thinks this is completely wrong. Sutton basically thinks direct imitation plays almost no role in animal learning, and at most a small role in human intelligence. When one animal ends up doing the same thing as another, he thinks this is the result of RL-style trial-and-error, not direct imitation. And if imitation isn't really a kind of learning, then training LLMs to imitate humans isn't really Bitter Lesson–pilled.
1:41

Lots of people think it's obvious that humans learn by imitation, starting with babies imitating their parents. Richard Sutton thinks this is completely wrong. Sutton basically thinks direct imitation plays almost no role in animal learning, and at most a small role in human intelligence. When one animal ends up doing the same thing as another, he thinks this is the result of RL-style trial-and-error, not direct imitation. And if imitation isn't really a kind of learning, then training LLMs to imitate humans isn't really Bitter Lesson–pilled.

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52,511 görüntüleme • 10 gün önce

this was the most important bit of the ilya interview imo. humans are not AGI, and LLMs won’t become like humans with more scaling. humans lack a huge amount of knowledge and have insanely good “continual learning” powered by extremely good reward functions (except for addiction) that guide them. and so it’s more about the learning rather than knowledge. the term AGI was coined as a response to the narrow AI which was only capable of intelligence in a specific domain (chess, game, code, etc) but General intelligence is able to learn different topics because that’s what “learning” is about. pre-training was thought to be the solution to reaching AGI because you train AI on so many different topics. but they have “overshot” that target. amazing perspective.
1:57

this was the most important bit of the ilya interview imo. humans are not AGI, and LLMs won’t become like humans with more scaling. humans lack a huge amount of knowledge and have insanely good “continual learning” powered by extremely good reward functions (except for addiction) that guide them. and so it’s more about the learning rather than knowledge. the term AGI was coined as a response to the narrow AI which was only capable of intelligence in a specific domain (chess, game, code, etc) but General intelligence is able to learn different topics because that’s what “learning” is about. pre-training was thought to be the solution to reaching AGI because you train AI on so many different topics. but they have “overshot” that target. amazing perspective.

ℏεsam

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Andrej Karpathy: AI agents like Claude or Codex are still far from acting as real “employees.” They lack memory, multimodality, and true learning. Fixing that will take about a decade — not because it’s impossible, but because deep intelligence just takes time to build.
1:51

Andrej Karpathy: AI agents like Claude or Codex are still far from acting as real “employees.” They lack memory, multimodality, and true learning. Fixing that will take about a decade — not because it’s impossible, but because deep intelligence just takes time to build.

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Andrej Karpathy: “Vibe coding is incredible. But agentic engineering is the next level. 90% of my coding routine is automated by AI agents.” In this 30-minute talk, Andrej Karpathy explains how to build an AI agent workflow from scratch. Worth more than 500$ agentic engineering course on the internet. Watch it today, then read the article below.

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This is called intelligence and it's by Design, we have a Creator.
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The Groypers need to start acting like their own intelligence agency “Be the Groyper Intelligence Agency. You need to learn how to socialize, learn about money, be likable, learn how to do these things; it's a skill.”
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12:10

ANDREJ KARPATHY: "the internet is terrible. A huge amount of slop and garbage from all the corners of the internet." Type 1: you ask generic Claude generic questions, you get back generic internet-trained answers. Type 2: you brief Claude with your business, your voice, your audience. Same model. Different fluency. The gap between the two types isn't intelligence. It's setup. Bookmark this for the next time someone says Claude is generic and can't replace a real specialist. The article below has the 7 specific setups that turn the internet-slop model into a specialist for your work.

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White people need to learn from jеws and their tribalism “The White man needs a little bit of that kind of intelligence.”
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White people need to learn from jеws and their tribalism “The White man needs a little bit of that kind of intelligence.”

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Artificial Intelligence is like flight. Airplanes are very different from birds, but they fly better. by Max Tegmark, MIT - Max Tegmark
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Artificial Intelligence is like flight. Airplanes are very different from birds, but they fly better. by Max Tegmark, MIT - Max Tegmark

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The men and women of the U.S. Intelligence community honor their oaths by collecting the vital intelligence that keeps our fellow Americans safe. The global threats we face require a Director of National Intelligence who would do the same. Tulsi Gabbard is not that person.

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