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George Hotz: Tiny Corp, Twitter, AI Safety, Self-Driving, GPT, AGI & God | Lex Fridman Podcast #387

George Hotz is a programmer, hacker, and the founder of comma-ai and tiny corp. Please support this podcast by checking out our sponsors: - Numerai: https://numer.ai/lex - Babbel: https://babbel.com/lexpod and use code Lexpod to get 55% off - NetSuite: http://netsuite.com/lex to get free product tour - InsideTracker: https://insidetracker.com/lex to get 20% off - AG1: https://drinkag1.com/lex to get 1 month supply of fish oil TRANSCRIPT: https://lexfridman.com/george-hotz-3-transcript EPISODE LINKS: George's Twitter: https://twitter.com/realgeorgehotz George's Twitch: https://twitch.tv/georgehotz George's Instagram: https://instagram.com/georgehotz Tiny Corp's Twitter: https://twitter.com/__tinygrad__ Tiny Corp's Website: https://tinygrad.org/ Comma-ai's Twitter: https://twitter.com/comma_ai Comma-ai's Website: https://comma.ai/ Comma-ai's YouTube (unofficial): https://youtube.com/georgehotzarchive Mentioned: Learning a Driving Simulator (paper): https://bit.ly/42T6lAN PODCAST INFO: Podcast website: https://lexfridman.com/podcast Apple Podcasts: https://apple.co/2lwqZIr Spotify: https://spoti.fi/2nEwCF8 RSS: https://lexfridman.com/feed/podcast/ Full episodes playlist: https://www.youtube.com/playlist?list=PLrAXtmErZgOdP_8GztsuKi9nrraNbKKp4 Clips playlist: https://www.youtube.com/playlist?list=PLrAXtmErZgOeciFP3CBCIEElOJeitOr41 OUTLINE: 0:00 - Introduction 1:39 - Time is an illusion 11:18 - Memes 13:55 - Eliezer Yudkowsky 26:19 - Virtual reality 32:38 - AI friends 40:03 - tiny corp 53:24 - NVIDIA vs AMD 56:21 - tinybox 1:08:30 - Self-driving 1:23:09 - Programming 1:31:06 - AI safety 1:56:03 - Working at Twitter 2:33:46 - Prompt engineering 2:39:42 - Video games 2:55:57 - Andrej Karpathy 3:06:02 - Meaning of life SOCIAL: - Twitter: https://twitter.com/lexfridman - LinkedIn: https://www.linkedin.com/in/lexfridman - Facebook: https://www.facebook.com/lexfridman - Instagram: https://www.instagram.com/lexfridman - Medium: https://medium.com/@lexfridman - Reddit: https://reddit.com/r/lexfridman - Support on Patreon: https://www.patreon.com/lexfridman

Lex FridmanhostGeorge Hotzguest
Jun 28, 20233h 8mWatch on YouTube ↗

At a glance

WHAT IT’S REALLY ABOUT

George Hotz on AI Freedom, Human Obsolescence, and Decentralized Compute Futures

  1. George Hotz and Lex Fridman explore how advanced AI may transform and possibly end current human civilization, emphasizing wireheading, super-stimulus media, and AI-accelerated social manipulation. Hotz argues that intelligence itself is dangerous, but centralized control of AI is far worse than open access, making open source and decentralized compute his core mission with TinyCorp and TinyGrad. They discuss why current large language models aren’t AGI, why reproduction and robustness matter more than raw intelligence, and how self-driving via Comma.ai is increasingly an RL-in-simulation problem. The conversation also dives into software engineering culture, Twitter’s codebase, VR, AI girlfriends, God, and what it means for humans to “win” in a world saturated with machine intelligence.

IDEAS WORTH REMEMBERING

5 ideas

Intelligence is dangerous, but centralized intelligence is worse than widely distributed intelligence.

Hotz argues that advanced AI will inevitably be misused, but concentrating powerful models in the hands of a few corporations or governments guarantees a “chicken farm” scenario where the many are dominated by the few. Open source and cheap, local compute give “good actors” a fighting chance to counter manipulation, much like ad blockers versus ads.

AI risk is more about bad humans using tools than AIs “waking up.”

He dismisses classic sci‑fi “rogue AI” plots, focusing instead on realistic threats: state actors and corporations using AI for mass persuasion, PSYOPs, and hyper-targeted content (e.g., an Infinite Jest–style TikTok you never look away from). Alignment, in his view, is primarily about aligning AI owners to individuals, not aligning AIs in the abstract.

Reproduction and robustness define real “life” more than raw intelligence.

Hotz notes that all biological life is fundamentally reproductive and robust in nature, while current silicon systems, including robots and fabs, cannot self-replicate. He expects we will achieve superintelligent but fragile AIs and robots long before we can build machine civilizations that can independently survive in the wild.

LLMs are impressive but fundamentally mid-tier and not AGI-level intelligence.

He views GPT-style models as powerful compressors trained with cross-entropy loss that produce “YouTube comment raps” and junior-engineer-level code. For AGI-like behavior, he believes you need RL in rich environments and more complex “loss functions”—closer to how humans learn through interaction and consequences.

Decentralized compute is a strategic defense against AI monopolies and nationalization.

TinyCorp’s mission is to build a minimal, hardware-agnostic ML stack (TinyGrad) and high-end local boxes (TinyBox/TinyRack) so individuals and small labs can run large models without cloud dependence. Hotz fears an NVIDIA-style hardware monopoly could be nationalized or politically weaponized, centralizing power over AI.

WORDS WORTH SAVING

5 quotes

Intelligence is scary. When I’m in the woods, the scariest animal to meet is a human.

George Hotz

You’re not gonna get paper‑clipped if everybody has an AI. You only get paper‑clipped if one group controls the AI.

George Hotz

Of course we were created by God. It’s the most obvious thing. I create worlds—how am I supposed to believe no one created ours?

George Hotz

We’ve solved the problem of self-driving… years ago. The question now is how to get a model to output a human driving policy people never want to disengage from.

George Hotz

You have never refactored enough. Your code can get smaller. Your ideas can be more elegant.

George Hotz

Possible endpoints for human civilization: wireheading, super-stimulus media, societal collapse without species extinctionNature of intelligence, consciousness, and computation in humans vs large language modelsAI safety, centralization vs open source, and political power around advanced AITinyCorp, TinyGrad, and the push for decentralized, hardware-agnostic ML compute (TinyBox, TinyRack)Self-driving cars and Comma.ai’s DriveGPT approach using simulators and RLSoftware engineering philosophy: refactoring, simplicity, legacy code (Twitter), and toolingFuture of relationships, AI companions, VR/mixed reality worlds, and belief in God

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