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;

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)

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

How we can use an output-based system to judge whether or not different kinds of technology achieve understanding or intelligence. 

How we can use an output-based system to judge whether or not different kinds of technology achieve understanding or intelligence.&nbsp;

Judge AI based on Output, Not Mechanism

https://api.omny.fm/orgs/070af456-729b-4a0f-9c09-a6c100397b59/clips/534211c5-f57b-4474-948e-b39d0165f728/transcript

AI Quality Inversion

Unsupervised Learning

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