Karpathy is confusing LLM limitations with AI system limitations, and that makes all the difference. 

Karpathy is confusing LLM limitations with AI system limitations, and that makes all the difference.&nbsp;

Unsupervised Learning is about ideas and trends in Cybersecurity, National Security, AI, Technology, and Culture—and how best to upgrade ourselves to be ready for what's coming.

Unsupervised Learning is about ideas and trends in Cybersecurity, National Security, AI, Technology, and Culture&mdash;and how best to upgrade ourselves to be ready for what's coming.

Exploring the fascinating intersection of security, technology, and humans.

Unsupervised Learning

Unsupervised Learning (Member Edition)

Why I Think Karpathy is Wrong on the AGI Timeline

https://api.omny.fm/orgs/070af456-729b-4a0f-9c09-a6c100397b59/clips/cbeb8cdf-250f-4e40-82f6-b37c00ecd96b/transcript

A troubling thought about what we will think about high-quality content in the future. 

A troubling thought about what we will think about high-quality content in the future.&nbsp;

AI Quality Inversion

https://api.omny.fm/orgs/070af456-729b-4a0f-9c09-a6c100397b59/clips/858ef0d5-3a47-4df2-88e8-b4050103f918/transcript

There are a bunch of different transitions happening right now—all at the same time, all (I think) heading in the same direction. Here is a long-form exploration of the various pieces.

There are a bunch of different transitions happening right now&mdash;all at the same time, all (I think) heading in the same direction. Here is a long-form exploration of the various pieces.

The Great Transition

https://api.omny.fm/orgs/070af456-729b-4a0f-9c09-a6c100397b59/clips/01045894-05f5-4f7b-98b4-b3ff00062eb0/transcript

A welcome back and early entry into 2026. 

Sponsored by: Knocknoc!

A welcome back and early entry into 2026.&nbsp;
Sponsored by: <a href="https://ul.live/knocknoc_N514">Knocknoc!</a>

Starting 2026

https://api.omny.fm/orgs/070af456-729b-4a0f-9c09-a6c100397b59/clips/1279a115-e9ef-46c9-9797-b3e2016e90a4/transcript

Why I Think Karpathy is Wrong on the AGI Timeline

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