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Andrej Karpathy

Researcher, Pre-training Team, Anthropic

Search every verified Andrej Karpathy interview, podcast appearance, and on-the-record quote — each transcript cross-checked by AI and human review to confirm speaker identity. Andrej Karpathy, a former director of AI at Tesla and a founding member of OpenAI, has recently delivered lectures and interviews discussing the evolution of AI systems. In a Stanford lecture, he described his career path from PhD student to OpenAI and Tesla, and spoke about the convergence of neural network architectures around the Transformer, which he said has become a general-purpose architecture applied across domains. He characterized GPT models as "a general purpose computer reconfigurable at runtime to run natural language programs," and stated that "the hottest new programming language is English." He also discussed the idea that scaling up training data and model capacity has turned transformers into general-purpose text computers. In other appearances, Karpathy argued that raw model size is not the primary bottleneck for AI agents, suggesting that small models paired with the right tools and tight feedback loops can outperform larger ones, and that distillation can pack significant capability into small models. He expressed interest in building a single AI course scalable to a global audience, with teachers designing materials and AI serving as the front end to students. He also commented on the importance of protecting open-source and open-weight models, saying he was concerned about a "war on open-source, open-weight models" and that protecting them "will make the world much richer." In a fireside chat, he said coding agents have taken off faster than he expected, and he discussed how businesses are rethinking workflows around AI-driven automation.

Recent appearances

  • This 1-Hour Andrej Karpathy Lecture Explains Modern AI Better Than Most Courses

    If you're building with LLMs, Generative AI, AI Agents, or Transformers, this Andrej Karpathy Stanford lecture is worth your time. In this session, Karpathy explains the evolution of programming and AI — from traditional software to neural networks, Transformers, GPTs, and what he calls Software 3.0. One of the most fascinating ideas in the lecture is how the 2017 “Attention Is All You Need” paper changed everything. The industry moved from complex recurrent architectures toward a surprisingly powerful idea: Remove the RNN. Keep attention. That architecture eventually became the foundatio…

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  • Andrej Karpathy Spent 8 Years at OpenAI & Tesla - This AI Lecture Is Better Than Most $15K Bootcamps

    Andrej Karpathy spent 8 years at OpenAI and Tesla, working at the frontier of AI. Last week, he condensed much of what he’s learned into a free 2-hour lecture on how modern AI systems are evolving: Agents → Loops → Graphs → Self-Improving Systems People pay thousands for AI bootcamps that cover less than this. If you’re building with AI — or want to understand where AI engineering is heading — this is worth your time. You probably don’t have two hours right now. Save it. Don’t let it disappear from your feed. Watch the lecture when you have time.

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  • "Delete Everything, Keep Graph” - Andrej Karpathy Stanford Lecture

    Andrej Karpathy and AI systems engineering into a single hour. His core thesis: "You can actually delete everything… Delete everything, keep Graph." Here is the entire roadmap broken down: 1. The Foundation (10%): Treat the LLM as a raw computer you reprogram on the fly. 2. The Code (30%): Natural language is your new programming syntax. 3. The Agency (50%): Connect memory, tools, and context so predictions trigger execution. 4. The Loops (70%): Keep inference-time reasoning strictly separate from weight optimization. 5. The Network (100%): Turn complex agent workflows into directed, messag…

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  • #333 – Andrej Karpathy: Tesla AI, Self-Driving, Optimus, Aliens, and AGI

    Andrej Karpathy is a legendary AI researcher, engineer, and educator. He’s the former director of AI at Tesla, a founding member of OpenAI, and an educator at Stanford. Please support this podcast by checking out our sponsors: – Eight Sleep: https://www.eightsleep.com/lex to get special savings – BetterHelp: https://betterhelp.com/lex to get 10% off – Fundrise: https://fundrise.com/lex – Athletic Greens: https://athleticgreens.com/lex to get 1 month of fish oil EPISODE LINKS: Andrej’s Twitter:   / karpathy   Andrej’s YouTube:    / andrejkarpathy   Andrej’s Website: http://karpathy.ai…

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  • Andre Karpathy - Size Isn'tThe Bottleneck Anymore

    Andrej Karpathy just challenged one of the biggest assumptions in AI. Most people think better agents come from bigger models — more parameters, more compute, more scale. He argues the opposite. In 16 minutes, he makes the case that raw size isn't the bottleneck anymore. What actually determines whether an agent works is the tools it has access to and how tight the feedback loop is between action and correction. Small models, paired with the right tools and a fast feedback loop, can outperform brute-force scale. The intelligence isn't just "in the weights" — it's in the system around the m…

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  • Karpathy Just Said What Nobody Wants to Admit About AI Agents @AndrejKarpathy

    Andrej Karpathy just said the quiet part out loud: your agent loop is producing garbage at scale, and you can't see it. One output ...

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  • Andrej Karpathy: From Pattern Matching to Reasoning Engines

    In this insightful interview from No Priors, Andrej Karpathy, former Director of AI at Tesla and researcher at OpenAI, dives deep into ...

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  • #333 – Andrej Karpathy: Tesla AI, Self-Driving, Optimus, Aliens, and AGI

    Andrej Karpathy is a legendary AI researcher, engineer, and educator. He’s the former director of AI at Tesla, a founding member of OpenAI, and an educator at Stanford. Please support this podcast by checking out our sponsors: – Eight Sleep: https://www.eightsleep.com/lex to get special savings – BetterHelp: https://betterhelp.com/lex to get 10% off – Fundrise: https://fundrise.com/lex – Athletic Greens: https://athleticgreens.com/lex to get 1 month of fish oil EPISODE LINKS: Andrej’s Twitter:   / karpathy   Andrej’s YouTube:    / andrejkarpathy   Andrej’s Website: http://karpathy.ai…

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  • Stop Prompting Chatbots: How to Build AI Agents | Andrej Karpathy: The Old Way of Using AI is Dead

    OpenAI co-founder and former Tesla AI lead Andrej Karpathy dropped a massive warning that most AI users are completely missing. If you are still manually typing prompts into a chatbot, you are already falling behind.The frontier of technology has officially shifted from simple prompt engineering to autonomous AI agents, loops, and self-running systems. In this video, we break down why the creators of AI don't use it the way the public does, what "vibe coding" really means for the future of software, and how you can pivot your workflow to stay relevant before you get left behind. 📌 Timestamps:…

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  • Andrej Karpathy on Future Of AI, LLM OS, and Building Ecosystems

    Andrej Karpathy on Future Of AI, LLM OS, and Building Ecosystems The Future Of AI : Andrej Karpathy on AGI, Open Source, and working with Elon Musk #andrejkarpathy #ai #llm #agenticai

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  • Andrej Karpathy: The AI Visionary Behind OpenAI, Tesla & Modern AI @AICreatorForge

    🎥 Andrej Karpathy: The AI Visionary Behind OpenAI, Tesla & Modern AI Discover the incredible journey of Andrej Karpathy, one of the most influential minds in Artificial Intelligence. From OpenAI and Tesla Autopilot to AI education and nanoGPT, learn how he helped shape the future of modern AI and inspired millions of developers worldwide. #AndrejKarpathy #ArtificialIntelligence #MachineLearning #AIEducation

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  • Future of AI programming | Andrej Karpathy

    Andrej Karpathy delivered this keynote on June 17, 2025, at the AI Startup School in San Francisco. In this talk, he explains how software is evolving from traditional coding to what he calls “Software 3.0,” where natural language becomes the programming interface and AI models handle much of the implementation. Drawing from his experience at Stanford, OpenAI, and Tesla, Andrej explores how Large Language Models (LLMs) are transforming software development, changing the relationship between humans and computers, and creating a new computing paradigm. He discusses the psychology of LLMs, A…

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Verified interview transcripts

Notable quotes

“I'm suspicious of this idea of like a deliberate panspermia as you described it, sir. I don't see a divine intervention in some way in the in the historical record right now. I do feel like the story in these in these books like Nick Lane's books and so on sort of makes sense and it makes sense how life arose on Earth uniquely. And yeah, I don't need a I need I don't need to reach for more exotic explanations right n”

“Vera opens a brand new 200 billion TAM for NVIDIA, a market we have never addressed before, and every major hyperscaler is partnering with us to get it deployed.”

Other executives at Anthropic

The summary and quote tags on this profile are produced with AI assistance from verified, first-person interview transcripts, then checked by our team to confirm the speaker's identity and the accuracy of every quote. See how we verify →